15 Minute Forex Trading System PDF Version

Some trading wisdom, tools and information I picked up along the way that helped me be a better trader. Maybe it can help you too.

Its a bit lengthy and I tried to condense it as much as I can. So take everything at a high level as each subject is has a lot more depth but fundamentally if you distill it down its just taking simple things and applying your experience using them to add nuance and better deploy them.
There are exceptions to everything that you will learn with experience or have already learned. If you know something extra or something to add to it to implement it better or more accurately. Then great! However, my intention of this post is just a high level overview. Trading can be far too nuanced to go into in this post and would take forever to type up every exception (not to mention the traders individual personality). If you take the general information as a starting point, hopefully you will learn the edge cases long the way and learn how to use the more effectively if you end up using them. I apologize in advice for any errors or typos.
Introduction After reflecting on my fun (cough) trading journey that was more akin to rolling around on broken glass and wondering if brown glass will help me predict market direction better than green glass. Buying a $100 indicator at 2 am when I was acting a fool, looking at it and going at and going "This is a piece of lagging crap, I miss out on a large part of the fundamental move and never using it for even one trade". All while struggling with massive over trading and bad habits because I would get bored watching a single well placed trade on fold for the day. Also, I wanted to get rich quick.
On top all of that I had a terminal Stage 4 case of FOMO on every time the price would move up and then down then back up. Just think about all those extra pips I could have trading both directions as it moves across the chart! I can just sell right when it goes down, then buy right before it goes up again. Its so easy right? Well, turns out it was not as easy as I thought and I lost a fair chunk of change and hit my head against the wall a lot until it clicked. Which is how I came up with a mixed bag of things that I now call "Trade the Trade" which helped support how I wanted to trade so I can still trade intra day price action like a rabid money without throwing away all my bananas.
Why Make This Post? - Core Topic of Discussion I wish to share a concept I came up with that helped me become a reliable trader. Support the weakness of how I like to trade. Also, explaining what I do helps reinforce my understanding of the information I share as I have to put words to it and not just use internalized processes. I came up with a method that helped me get my head straight when trading intra day.
I call it "Trade the Trade" as I am making mini trades inside of a trade setup I make from analysis on a higher timeframe that would take multiple days to unfold or longer. I will share information, principles, techniques I used and learned from others I talked to on the internet (mixed bag of folks from armatures to professionals, and random internet people) that helped me form a trading style that worked for me. Even people who are not good at trading can say something that might make it click in your head so I would absorbed all the information I could get.I will share the details of how I approach the methodology and the tools in my trading belt that I picked up by filtering through many tools, indicators strategies and witchcraft. Hopefully you read something that ends up helping you be a better trader. I learned a lot from people who make community posts so I wanted to give back now that I got my ducks in a row.
General Trading Advice If your struggling finding your own trading style, fixing weakness's in it, getting started, being reliably profitable or have no framework to build yourself higher with, hopefully you can use the below advice to help provide some direction or clarity to moving forward to be a better trader.
  1. KEEP IT SIMPLE. Do not throw a million things on your chart from the get go or over analyzing what the market is doing while trying to learn the basics. Tons of stuff on your chart can actually slow your learning by distracting your focus on all your bells and whistles and not the price action.
  2. PRICE ACTION. Learn how to read price action. Not just the common formations, but larger groups of bars that form the market structure. Those formations carry more weight the higher the time frame they form on. If struggle to understand what is going on or what your looking at, move to a higher time frame.
  3. INDICATORS. If you do use them you should try to understand how every indicator you use calculates its values. Many indicators are lagging indicators, understanding how it calculates the values can help you learn how to identify the market structure before the indicator would trigger a signal . This will help you understand why the signal is a lagged signal. If you understand that you can easily learn to look at the price action right before the signal and learn to watch for that price action on top of it almost trigging a signal so you can get in at a better position and assume less downside risk. I recommend using no more than 1-2 indicators for simplicity, but your free to use as many as you think you think you need or works for your strategy/trading style.
  4. PSYCOLOGY. First, FOMO is real, don't feed the beast. When you trade you should always have an entry and exit. If you miss your entry do not chase it, wait for a new entry. At its core trading is gambling and your looking for an edge against the house (the other market participants). With that in mind, treat as such. Do not risk more than you can afford to lose. If you are afraid to lose it will negatively effect your trade decisions. Finally, be honest with your self and bad trading happens. No one is going to play trade cop and keep you in line, that's your job.
  5. TRADE DECISION MARKING: Before you enter any trade you should have an entry and exit area. As you learn price action you will get better entries and better exits. Use a larger zone and stop loss at the start while learning. Then you can tighten it up as you gain experience. If you do not have a area you wish to exit, or you are entering because "the markets looking like its gonna go up". Do not enter the trade. Have a reason for everything you do, if you cannot logically explain why then you probably should not be doing it.
  6. ROBOTS/ALGOS: Loved by some, hated by many who lost it all to one, and surrounded by scams on the internet. If you make your own, find a legit one that works and paid for it or lost it all on a crappy one, more power to ya. I do not use robots because I do not like having a robot in control of my money. There is too many edge cases for me to be ok with it.However, the best piece of advice about algos was that the guy had a algo/robot for each market condition (trending/ranging) and would make personalized versions of each for currency pairs as each one has its own personality and can make the same type of movement along side another currency pair but the price action can look way different or the move can be lagged or leading. So whenever he does his own analysis and he sees a trend, he turns the trend trading robot on. If the trend stops, and it starts to range he turns the range trading robot on. He uses robots to trade the market types that he is bad at trading. For example, I suck at trend trading because I just suck at sitting on my hands and letting my trade do its thing.

Trade the Trade - The Methodology

Base Principles These are the base principles I use behind "Trade the Trade". Its called that because you are technically trading inside your larger high time frame trade as it hopefully goes as you have analyzed with the trade setup. It allows you to scratch that intraday trading itch, while not being blind to the bigger market at play. It can help make sense of why the price respects, rejects or flat out ignores support/resistance/pivots.
  1. Trade Setup: Find a trade setup using high level time frames (daily, 4hr, or 1hr time frames). The trade setup will be used as a base for starting to figure out a bias for the markets direction for that day.
  2. Indicator Data: Check any indicators you use (I use Stochastic RSI and Relative Vigor Index) for any useful information on higher timeframes.
  3. Support Resistance: See if any support/resistance/pivot points are in currently being tested/resisted by the price. Also check for any that are within reach so they might become in play through out the day throughout the day (which can influence your bias at least until the price reaches it if it was already moving that direction from previous days/weeks price action).
  4. Currency Strength/Weakness: I use the TradeVision currency strength/weakness dashboard to see if the strength/weakness supports the narrative of my trade and as an early indicator when to keep a closer eye for signs of the price reversing.Without the tool, the same concept can be someone accomplished with fundamentals and checking for higher level trends and checking cross currency pairs for trends as well to indicate strength/weakness, ranging (and where it is in that range) or try to get some general bias from a higher level chart that may help you out. However, it wont help you intra day unless your monitoring the currency's index or a bunch of charts related to the currency.
  5. Watch For Trading Opportunities: Personally I make a mental short list and alerts on TradingView of currency pairs that are close to key levels and so I get a notification if it reaches there so I can check it out. I am not against trading both directions, I just try to trade my bias before the market tries to commit to a direction. Then if I get out of that trade I will scalp against the trend of the day and hold trades longer that are with it.Then when you see a opportunity assume the directional bias you made up earlier (unless the market solidly confirms with price action the direction while waiting for an entry) by trying to look for additional confirmation via indicators, price action on support/resistances etc on the low level time frame or higher level ones like hourly/4hr as the day goes on when the price reaches key areas or makes new market structures to get a good spot to enter a trade in the direction of your bias.Then enter your trade and use the market structures to determine how much of a stop you need. Once your in the trade just monitor it and watch the price action/indicators/tools you use to see if its at risk of going against you. If you really believe the market wont reach your TP and looks like its going to turn against you, then close the trade. Don't just hold on to it for principle and let it draw down on principle or the hope it does not hit your stop loss.
  6. Trade Duration Hold your trades as long or little as you want that fits your personality and trading style/trade analysis. Personally I do not hold trades past the end of the day (I do in some cases when a strong trend folds) and I do not hold trades over the weekends. My TP targets are always places I think it can reach within the day. Typically I try to be flat before I sleep and trade intra day price movements only. Just depends on the higher level outlook, I have to get in at really good prices for me to want to hold a trade and it has to be going strong. Then I will set a slightly aggressive stop on it before I leave. I do know several people that swing trade and hold trades for a long period of time. That is just not a trading style that works for me.
Enhance Your Success Rate Below is information I picked up over the years that helped me enhance my success rate with not only guessing intra day market bias (even if it has not broken into the trend for the day yet (aka pre London open when the end of Asia likes to act funny sometimes), but also with trading price action intra day.
People always say "When you enter a trade have an entry and exits. I am of the belief that most people do not have problem with the entry, its the exit. They either hold too long, or don't hold long enough. With the below tools, drawings, or instruments, hopefully you can increase your individual probability of a successful trade.
**P.S.*\* Your mileage will vary depending on your ability to correctly draw, implement and interpret the below items. They take time and practice to implement with a high degree of proficiency. If you have any questions about how to do that with anything listed, comment below and I will reply as I can. I don't want to answer the same question a million times in a pm.
Tools and Methods Used This is just a high level overview of what I use. Each one of the actions I could go way more in-depth on but I would be here for a week typing something up of I did that. So take the information as a base level understanding of how I use the method or tool. There is always nuance and edge cases that you learn from experience.
Conclusion
I use the above tools/indicators/resources/philosophy's to trade intra day price action that sometimes ends up as noise in the grand scheme of the markets movement.use that method until the price action for the day proves the bias assumption wrong. Also you can couple that with things like Stoch RSI + Relative Vigor Index to find divergences which can increase the probability of your targeted guesses.

Trade Example from Yesterday This is an example of a trade I took today and why I took it. I used the following core areas to make my trade decision.
It may seem like a lot of stuff to process on the fly while trying to figure out live price action but, for the fundamental bias for a pair should already baked in your mindset for any currency pair you trade. For the currency strength/weakness I stare at the dashboard 12-15 hours a day so I am always trying to keep a pulse on what's going or shifts so that's not really a factor when I want to enter as I would not look to enter if I felt the market was shifting against me. Then the higher timeframe analysis had already happened when I woke up, so it was a game of "Stare at the 5 min chart until the price does something interesting"
Trade Example: Today , I went long EUUSD long bias when I first looked at the chart after waking up around 9-10pm Eastern. Fortunately, the first large drop had already happened so I had a easy baseline price movement to work with. I then used tool for currency strength/weakness monitoring, Pivot Points, and bearish divergence detected using Stochastic RSI and Relative Vigor Index.
I first noticed Bearish Divergence on the 1hr time frame using the Stochastic RSI and got confirmation intra day on the 5 min time frame with the Relative Vigor Index. I ended up buying the second mini dip around midnight Eastern because it was already dancing along the pivot point that the price had been dancing along since the big drop below the pivot point and dipped below it and then shortly closed back above it. I put a stop loss below the first large dip. With a TP goal of the middle point pivot line
Then I waited for confirmation or invalidation of my trade. I ended up getting confirmation with Bearish Divergence from the second large dip so I tightened up my stop to below that smaller drip and waited for the London open. Not only was it not a lower low, I could see the divergence with the Relative Vigor Index.
It then ran into London and kept going with tons of momentum. Blew past my TP target so I let it run to see where the momentum stopped. Ended up TP'ing at the Pivot Point support/resistance above the middle pivot line.
Random Note: The Asian session has its own unique price action characteristics that happen regularly enough that you can easily trade them when they happen with high degrees of success. It takes time to learn them all and confidently trade them as its happening. If you trade Asia you should learn to recognize them as they can fake you out if you do not understand what's going on.

TL;DR At the end of the day there is no magic solution that just works. You have to find out what works for you and then what people say works for them. Test it out and see if it works for you or if you can adapt it to work for you. If it does not work or your just not interested then ignore it.
At the end of the day, you have to use your brain to make correct trading decisions. Blindly following indicators may work sometimes in certain market conditions, but trading with information you don't understand can burn you just as easily as help you. Its like playing with fire. So, get out there and grind it out. It will either click or it wont. Not everyone has the mindset or is capable of changing to be a successful trader. Trading is gambling, you do all this work to get a edge on the house. Trading without the edge or an edge you understand how to use will only leave your broker happy in the end.
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Thoughts on a Trade ATS strategy

I’ve watched some YouTube videos from a channel called ‘Trade ATS’: ‘95% winning forex trading formula’ and wanted to get some additional input on it’s viability.
First, the title is surely hyperbole/ click bait. However, it may work more than 50%, so evaluating that is my aim
The basic premise is that major institutional traders are responsible for the majority of market trading volumes. Therefore, hanging on to their coat tails is the best strategy.
The market follows three phases sequentially, at every time frame: Contraction -> Expansion -> Trend (then back to contraction). Contraction periods (low volatility & tight open & close) amount to major traders consolidating their positions. Horizontal lines are drawn through these zones and amount to notional support/ resistance zones.
Then you watch during the expansion phase to see how the price interacts with the consolidation zone as it whip saws.
The idea is to wait until the market decides to go down/ up in a 4 hour chart.
If confident that the trend is ongoing, open a 15 min chart and go long at lows during uptrend and short on highs during downtrend.
My thoughts:
I paused the video when they identified a large portion of the chart using colour codes for Consolidation -> Expansion -> Trend. However, the interpretation seemed a bit stretched in places. For example, even though there were some ‘classic’ examples, there were periods where the ‘consolidation’ was more volatile (albeit ranging) than the expansion/ trend phase.
I could seem that, after identifying the obvious examples, they had to impose the model onto the next phase - even though it didn’t really fit - because to do otherwise would undermine the claim that the market follows this linear pattern sequentially without deviation.
It seemed to me that the best they could really do was say ‘a fair amount of the time, the market follows this pattern, but sometimes it doesn’t really’.
It’s a pretty big claim that the major volume traders together amount to a sort of cartel, and they ultimately decide the direction of the market. What are your thoughts on this claim?
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Strat for 50 - 100% a Year - Common Points, Example of Setup 3 and First Weeks Results.

Strat for 50 - 100% a Year - Common Points, Example of Setup 3 and First Weeks Results.
Part 1
Part 2

We're going to start this post with dealing with common heckles. Some people have heckled me already in this posting series. I know from having done things like this publicly a few times before there are catchphrase heckles to be dealt with, and we'll do this one and for all here. If I've linked you here, you've done a FMH (Frequently Made Heckle).
If you're not a heckler, you can skip the line break for the strategy stuff, but this section may still be interesting for you.
FMH 1 : Elliot wave does not work all the time.

I know. The clock in my living-room does not work all the time. If it tells me it's 2am and I look out and it's broad day light, I use some discerning judgement based on my experience of looking out of a window, and I suspect it may be incorrect. If it tells me it's 8.30am and I look out and see little kids with school bags walking past the window, I suspect the clock may have a point.

When I write all the rules and exceptions in my posts, I am not doing this to make the posts longer. These are rules and exceptions designed to describe situations when it probably is happening. Of course it does not "Always work". I am not say it does. Your assumption I have not thought through the same extraordinary simplistic, "But, what if ...." questions is either you under estimating me, over estimating you, or both.

FMH 2 : Fibs levels do not work, studies show it is as good as random.

Two points. Firstly, I've read some of these studies. These hypothetical things done by people who have never traded in the market and want to produce intellectual ideas about it. While reading through the method of the experiment it's apparent to me it won't work. I could save them some time if they call me and tell me their hypothesis;

"Nope. You'll lose about 20% a year doing that. Good general idea. Okay starting point, but you get fucked here, here and here. Work on that".
I will not value the opinion of someone paid to write papers on fibs over my experience being paid to trade them. I will not go out my way to try to get you to value my opinion. I've learned people will either test things I say and know the truth of them for their selves with me posting the amount of interesting evidence/results that I do, and others would not test it if I posted a million examples.

Point two. Not perfect does not mean not practical. Fib levels do not react absolutely perfectly. I suspect the reason for this is so many people use them to put stops behind these days. In days gone by, they were probably more accurate, but as stop clusters became more predictable and concentrated this change. Game theory sort of stuff. Read more about my thoughts on this here.

The thing is, for those who pay enough time and attention, there are patterns of when the fibs either do work very well, or "do not work" in the exact same way over and over again. If they do "not work" in the same way over and over, that's the same as working to me. I am looking for patterns to trade for profit. Not to compile a pretty chart of data points as to if price turned specifically on the 61.8 over a million samples.

FMH 3 - "Everything you're saying is wrong", "You're an idiot", "I am non-specifically and non-constructively disagreeing" (Yeah, people drop that last one, verbatim, all the time)

Pics, or it didn't happen. I am willing to "get up here" so to speak and succeed or fail in front of everyone. I'm posting what I do, and explaining all my rational. Results are being tracked. Time and continuity will display my outcomes. Is there a way you suggest you can provide stronger proof I am wrong that I am proposing to prove I am right?

If you're just saying you think I am stupid, because you know the market so much better than me my standard reply is as follows;

" If you'd like to propose, explain and track a strategy you think will outperform this we can both keep our records and that will best determine who's opinions have profitability. It seems something that would be good for the community. "

Pics or it didn't happen. Only analysts and economists are paid for opinions. My job demands a far more practical approach.

FMH 4 - "What REALLY happened with (insert news related thing) this and your guesses were just lucky".

If I said it would happen yesterday, then set trades for it happening and profited from them today; it does not matter to me the reason you give me for it tomorrow. If you choose to view the market as being like this, you may. If it ever does start to become more relevant to me making profits or not, I will pay attention to other things. Right now, I do not follow them closely and that has never mattered. Either I am consistently lucky, physic or right. Pick the flavor for you.

I will not engage in conversation on any of these points coming from a closed minded perspective. By which I mean you only commenting to tell me why you're right. If you feel someone has to add balance with these comments, go ahead. I encourage people to be scientific in their approach and having different viewpoints helps with this. Do your own experiments.

I will answer honest questions, and will gladly engage people who disagree with me and do so from the perspective of personal study. Usually we can both learn and teach if both of us have firsthand knowledge. This is rare, but enjoyable.

==================================================================================================

On to GBPUSD. As I said may be possible in the previous post, the trade for the bigger run up post Chicago was missed. This can happen. It's better to miss bad opportunities than squander good money on bad ones, and at the time I had the option of entering, there was no way to tell the difference between these - so I did nothing.

Later in the day price continued to be consistent with the formations of a spike pattern. Here I engaged the market.

GBPUSD 1 Minute

My entering pattern was to first open two small trades with a 13 pip stop. This was an emergency stop, I always planned to tighten it up (it'd only hit in the event of an immediate capitulation). The risk here was about 0.15%. When the market moved a bit lower, I entered more positions and having more data felt better about where to place stops. All stops went to 6 pips or less (bigger position, same starting risk).

As price reached the best level, I opened my largest trade. Stop went from 3 - 6 pips with big stops being 2 pips. Effective stop something like 3-4 pips. Targets hit for 10 - 12 pips, giving an effective pay off on risk just short of 1:3. I do not use aggressive position sizing in this part of the trade (usually it already carries made profits), so the net risk was low. Around 0.25%. Net gain in positions was 0.6%.

GBPUSD 1 min
From left to right the positions get bigger. Notice also the biggest position (low) takes profit a good bit before where I forecast the high (bulk close). This trade hitting should give assurance of breakeven on this trade, so the risk on capital is gone on this trade on a double top move, then profits accumulated in the breakout.

Results for the day;


https://preview.redd.it/96zq7cy1j9i31.png?width=821&format=png&auto=webp&s=d324348621a5c0931a90de207fe8aebb116f934d


Current Gain = 0.65%
Max risk exposure possible - 0.4%
Max real equity drawdown - < 0.2%

Due to not being entirely available for trading today this was a big under-performance of what the strategy could have achieved. It's been a decent example day to show the logistics of how the trades can form. To make 2 - 3% today with the same draw-down was possible.
submitted by whatthefx to Forex [link] [comments]

Teach me please :)

Teach me please :)
Hey everyone,
My name is Allen and I am new to Forex trading. I've messed around with trading stocks a year ago, but never got good enough to profitability yet. Now, I want to learn how to trade Forex and hoping I can become profitable through consistency and persistence.
I recently opened a live account and have made 7 trades: 2 wins, 4 losses. I have been trading small and have followed my stop losses so my losses have been small. I am down net -$35 currently. Here are a few of my trades. If anyone has feedback or sees a pattern in my trading that I can improve on, please let me know. I mainly execute trades off when market taps a resistance/support level or EMA line.
Things that I think I need to improve on: 1) Identifying correct market trend
- Ex) sometimes I have trouble figuring out if market is pulling back on a downtrend or starting to create a higher low and reversing

2) Identifying proper entry signals
- I am still working on interpreting price action. I usually enter trades on 15min chart or 1 hour chart. I may need to stop using 15min chart because I get faked out easily from it. One thing I've been implementing and it has helped my patience is waiting for candles to close before assuming market trend. Such as waiting for 15min candle or 1hour candle to close before entering a trade.


Here are some examples of my trades:
1) NZD/USD (Loss) Entry: short 0.65313 Exit: 0.65394
Reason for entry: I thought the market was going to respect the green trend line. Stop loss was right above the trend line. I saw a wick on 15 min chart and a red engulfing candle following it.


1 hour chart

-----------------------------------------------------------------------------------------------------------------------------------------------------------------------
2) USD/CHF (Loss) Entry: short 1.00876 Exit: 1.00942
Reason for entry: In the 1 hour chart, it broke it's uptrend structure by creating a lower low. It rejected off the .50 level of Fibonacci Retracement, which signaled me that it is possibly going to continue downtrending. Both, 4hour and 1 hour charts were under the 34EMA (orange trend line).
15 min chart


-----------------------------------------------------------------------------------------------------------------------------------------------------------------------


3) EUNZD (Win) Entry: short 1.71027 Exit: 1.70674 | 1.70884
Reasons for entry: - Market went under key level (orange horizontal line) - Market was under 34EMA (yellow trend line) - Broke through support (white horizontal line)
15 min chart
Where could I have gotten a better entry on this trade? I was negative for a long time until it finally broke the support. What will signal me if the market will be rejected off a resistance level or break through a resistance level?


-----------------------------------------------------------------------------------------------------------------------------------------------------------------------

4) NZD/USD (Win) Entry: 0.65426 Exit: 0.65335 | 0.65215 | 0.65188
Reasons for entry:
- downward market trend - market rejected off 34EMA trendline (yellow trend line) - big red engulfing candle
https://preview.redd.it/7u6fidd78h131.png?width=1560&format=png&auto=webp&s=701cf325906e056ec5b71544c5bc4895a0117c02
Lessons I learned from this trade: - Be more patient on my take profit. Took first profits out too quickly because it was dropping so quick and I was scared it would bounce back up
- Find better entry
- Similar to the previous trade, I was in the negative for a while before it worked out. Where would be a proper signal for a short? Long wick followed by a red engulfing candle at resistance level?


Sorry for the long post! Hope you learned something from my mistakes and I would greatly appreciate any feedback you guys can give me! I believe forex trading can become the gateway to financial freedom for me and I want to do my best to make it work. I also live in Orange County, CA and wouldn't mind meeting anyone who is in the area to discuss strategies and learn from each other!
Hope everyone has a great night!
submitted by allenaxie to Forex [link] [comments]

Shorting Noobs - Common Trend Following Mistakes I'm Trading Against.

Shorting Noobs - Common Trend Following Mistakes I'm Trading Against.
Part [1] [2] [3]

Not much in terms of adjustments to add from previous post. I'm going to implement all risk adjustments at the weekend. In the meantime I've used some manual hedging to prevent from over exposure.
In this post I'll talk more about the ideal trades I am looking for. The mistakes people make at these areas, and how to build forward looking trade plans so you are less likely to find yourself caught in one of these market traps. I do consider these to be traps. I think price routinely moves in ways that induce market participants to take losing positions. I think this is done in algorithmic fashion and this means it leaves clues in forms of recurring ways laying traps.
This is just an opinion. I don't know.

First we will examine the classic structure of a trend. All examples will use a downtrend.

Basic Recurring Trend Structure:

Basic Trend Structure

Most of you will have seen this before, and probably recognise it as Elliot Wave theory (EWT). Whether or not you think EWT is valid or not, there are some things I think all of us can agree on. That is for the market to be in a downtrend, it has to keep making new lows. If it doesn't, it's not in a downtrend anymore. You'll also probably agree there are retraces in moves. That not often are new lows consistently made without any retrace. In a broad sense, this is all EWT is describing, which makes it noteworthy in good trending conditions.

Here are the points where most mistakes are made by traders in EWT cycles.


Trend Best/Worst Entries

All areas marked off in orange are places where it's easy to make mistakes.

Looking closer, this is what the more detailed price action on these sorts of moves tend to look like on lower timeframes.


Detailed Best/Worst Entries

Brown boxes are where buying mistakes are made. Purple circles are where selling mistakes are made.
We'll look a bit closer at what the specific mistakes are usually based on (conventional technical analysis theories) soon. First here is an example of this on a real AUDUSD chart.


AUDUSD Example Chart
This is a 45 minute chart, so the swings are not as detailed as the ones I've drawn (mine are more like 15 min), but you should be able to see how this concept can be transferred over onto a real chart. All of us who have been trading for a while know there are times we have made these mistakes. Everyone has ended up selling the bottom pip, or getting stopped out right before it reversed. Many of these times (in a trending market) fit into these areas.
This is not just curve fitting. Using rules to help to describe these conditions to pick the best trades and trading against the trades strategy providers offer, I picked up these trades. This was not perfect, what I'm doing needs a lot of work.

AUDUSD Trade

Here we can see a couple few of the mistakes. The green lines are profits and orange lines are losses. Here shorting these mistakes has done quite well on the spike out low. It's hard to see, but it also got a lot of good buys at the low. There are some losses at the high, but there is a far larger position accumulated around the mistake level.

AUDUSD Result
See previous analysis on these trades in [2] [3]
A big trend leg followed this build up of positions and hit take profits where stops were set under the low. This is where people start to sell, but this is also usually a mistake to sell immediately after this breakout.

The types of mistakes made are due to a handful of concepts. Here I've numbered them.

Mistake Types
Rules/Rational people have in mind making these mistakes.

1 - Breakout/new high relative to recent leg / stops above previous high on sell/ previous low on buy.
2 - Single candle price action mistake.
3 - Breakout trading rushing in / stops go under recent supports/ over recent resistance.
4 - Break and retest.
5 - Deep correction.

Everything listed above has the potential to be very useful and valid in a technical analysis based strategy. However, in some contexts they are literally the very worst thing you can do. That's the thing about trading, you can do the same thing at different times and get wildly different results. What I'm trying to do here is not find people who lose every trade (I want them to win overall, actually. So I can keep copying them). I just want to work out ways to bet against mistakes they are likely to make. I think people will make these mistakes more reliably than an automated system will pick up trades.
I should add that most of these areas the mistakes happen at will be hit with a lot of velocity. This I think is what triggers the mistakes from so many impulsive traders. The market will amble along in a slow non-threatening / uninteresting sort of way, then suddenly all in a rush make these moves that imply something BIG is happening in a certain direction, when actually it's just about to move against these very positions if you take them. Velocity is one of my key filters.

Let's talk about the end of the two leg correction, this is one of the places I think most of the money is made and lost. At this point in an EWT cycle, the market is gearing up to enter it's strongest move. The best move to trade, and the smart market is going to need to get people on the wrong side. This is usually achieved with three things. One, the market makes it's first false reversal from a 50% retrace, and then moves with a lot of velocity into the 61.8% fib (briefly described in [2]). Then there's a second false breakout with price trading a little over the 61.8%, followed by a price crash into new lows.
The interesting thing about this move is if you speak to anyone with any sort of interest in EWT, they will tell you this move often completes with a news spike. There is positive news, the market moves quickly in the direction it "should" and then quickly makes a rapid reversal. Sometimes the move on the news makes absolutely no sense what-so-ever fundamentally. but does strike these areas.
Here is the Brexit chart.
Brexit trend continuation from 61.8% spike out pattern

Let's go further back.

Scotland Vote High
Here is where GBP made it's high point. This was after the fantastic fundamental news (apparently) that Scotland was staying in the UK. Price shot up, then began to heavily downtrend. I've marked in the start to the previous swing with a line, if you check these fibs you'll see it fits with the mistake. We are now in the part of cycle where GBP is aggressive pulling away from the range where the false reversals happened. This is punishing those who bought in this range, and we should expect to see it end in a violent spike down. Remember the people who thought buying Sterling after Brexit was free money? Nah uh.
This happens a lot. When it happens I see people trying to explain it with all sorts of theories. Usually involving the saying "priced in already". People often refer to these in aloof and vague ways, as if there was no way we could have ever known, and it's certainly not worth trying to forecast these sorts of things ... but next time you see this, have a quick check and see if we happened to be in a correction that spiked out a 50% high and reversed around 61.8%. It is wiser to look at what happened than take wild guesses as to why. I am not saying that it always it, nor am I saying it works like magic. I'm just saying it can be quantified. When someone says, "Well you see it was not what was said, or the number, but what was inferred ...", really means nothing. It's an opinion. We're better to look for things we can test, in my view at least.

So, let me talk you through the mental mindset of people when they're making these mistakes. I'm going to use this big Sterling chart, so this will also be a bit of a price forecast.


Mistakes Thinking Patterns.
1 - Price has been going up strongly, it's retraced and there is a single candle PA buy signal. Sets people up to take a horrible trade.
2 - Price has been falling hard and made yet another breakout, it's an easy sell ...
3 - This has fell too far, it's a reversal now. Look how strong it is.
4 - This is a strong breakout and this must be the start of a bigger move.
5 - Wow, it's broke the lows and look how hard it's falling, big sell time.

I think we will see stage 5 complete around 1.190. I think we may be due a fast move into this. Maybe in the coming week or two. It would be typical of the spike nature of end of this sort of move that this will be a single candle of over 150 pips that fills this. Being and holding GBPUSD shorts targeting 1.196 seems a great idea to me.

These five mistakes, made at these handful of areas are the ones I wanting to trade against, and if you'd like to be a profitable trader, are the places you should be looking for entries.
submitted by whatthefx to Forex [link] [comments]

Elliot Waves Analysis

Elliot Waves Analysis
Greetings to all the traders here,
as a forex market student, i've tried many strategies on forex, and many aproaches to the market. At the moment, i'm trying to learn Elliott Wave theory. So far i'm still in the basics of the theory and i wanted to know from the people who understands it more, wich of these analysis could be the best aproach (or none of them)
I'm making my analysis on the AUD/JPY, 15 min time frame
https://preview.redd.it/2y3g8oj5azl21.png?width=1092&format=png&auto=webp&s=db91d099a0c1ec892a9c95ac2a92a452154b5410

https://preview.redd.it/i034rbtoazl21.png?width=1092&format=png&auto=webp&s=8fc27f7ce3fed0fdae4cc424060e358a7add662c
submitted by pedro123k to Forex [link] [comments]

New rule! Also are cryptocurrencies an investment, will there be a crash? Everything answered here!

This is going to be the only crypto post for now and an announcement:
Rule 6: Bitcoins & cryptocurrenies should be discussed in CryptoCurrency. Posts regarding this topic will be automatically removed.
If there's a stock correlated with cryptocurrencies, like coinbase going IPO, then that's fine, you might have to message the mods after posting to have it approved, no big deal.
Also if you're questioning whether something is an investment or not, just search for it on personalfinance. For general currency trading strategies, see forex .
If you're wondering if bitcoins are an investment or if there will be a crash, read on.

Are cryptocurrencies an investment?

This post is going to deal with bitcoins & cryptocurrencies as an investment... they're more speculative. All currencies are speculative mostly due to how the forex market works, but more because of exchange rates between countries keep currencies balanced (including inflation, country debt, interest rates, political & economic stability, etc), so you can only profit in price fluctuations.
Sure you could buy the currency of a depressed country, like Mexico decades ago, and then hold in the hopes it'll go up (which it did for Mexico), but that's also speculation (no one knew Mexico would pay off so much debt).
Bitcoins are also affected by other countries' currency values, but more so by the future expectation of legitimacy, world wide adoption, limited gains from mining, and eventual limit in supply. But at any given moment the United States could pay off more debt, raise interest rates to reduce inflation (or cause deflation), grow GDP, or even reduce the supply of USD all of which would increase the value of USD (keep in mind bitcoins can't do any of these things).
Far too many people are treating cryptocoins as an investment because currently (June 5th 2017) a lot of crypto investors are worth a lot of money, god bless you people, so this post will also help you determine if we're headed for a crypto crash and maybe you can keep those profits.

Should I invest in cryptocurrencies?

Understand that an investment is something you hope will go up in the future or provide income, both of which for the long term vs speculation which profits on short term inefficiencies.
Speculative securities are typically commodities, options, bonds, and currencies, but also stocks that are volatile enough to give you extreme returns or extreme loses.

Examples of investments:

Examples of speculation:

Reducing the risk of speculation

Typically for speculation you reduce risk by reducing your trade size and timeframe, but since you're trying to invest into something that is speculative, you can try:
Asset allocation, a strategy that reduces risk.. If you're 80% stocks, 15% bonds, 4% gold, and 1% bitcoins, if something were to happen to bitcoins, you still have 99% of your money.
But even very aggressive long term portfolios leave speculation out completely and just go 100% stocks because stocks benefit from growth while speculative securities like gold benefit from global turmoil in the short term. Only mid risk & mid term portfolios can take advantage of gold's speculative returns.
I also mention asset allocation because many crypto investors have been using this strategy on a portfolio of 100% crypto coins, but that doesn't help you reduce the overall risk of crypto coins, you're just reducing the risk of 1 speculative asset with another speculative asset. 100% crypto portfolio would face the same risks such as being made illegal, IRS aggressively hunting down crypto profits, a drop in correlated coin markets, or just a loss of popularity would all cause a sell off. Even the USD or Chinese currencies becoming more valuable would reduce the value of crypto coins.

Should I buy coins right now?

Cryptocoins are a better investment after a period of consolidation when volatility has stabilized:

Bitcoin 2013/2014 speculation, chart

Bitcoin 2015 consolidation, chart

Source Bitstamp exchange, while the volume is #2 to GDAX, Bitstamp is better to look at for historical price/data, more charts here.

RSI & MACD key for above charts and primer

Analyzing overbought signals

So the first chart above have RSI & MACD screaming that bitcoin is overbought and you shouldn't invest in 2013/2014.
The black squares in the 2nd chart show consolidation and reduced volatility, a "better" time to invest. If you were trading short term, it would be a whole different story, and there would be opportunities to buy & short, but since this is written for investing, the small overbought signals are ignored, so if you were to buy Bitcoin at $300 inside the first blacksquare (2nd chart) and then it suddenly drops to 25%, it's okay because the volatility is much lower compared to previous price movements (nothing compared to 80% loss in the 1st chart). Any investor would tell you a 25% drop is terrible, but bitcoins are speculative and that kind of drop is pretty damn good for this level of volatility.

Nothing goes straight up forever

and anything that comes near this vertical incline will eventually lose 80% to near 100%, always happens, it's usually preceded by emotions (price euphoria), attention, and increased volume, all classic signs that something is becoming riskier.
Other speculative securities gaining multiples and then losing 80% to near 100% of value:

Notable comments on reddit:

*This is just to get you guys looking at different subs on this topic, and yeah it's mostly anti-crypto, but don't let that discourage you.

Is Bitcoin going to crash?

Maybe, the signals are getting louder, you tell me: The only chart you wanted to see this entire time.
So based on the above chart, is bitcoin overbought? MACD levels are the same as 2013's crash, but the increased in value is around 4.3x or 2.4x (depending on which you look at), so maybe we'll see another spike before a crash, I don't know, it's up to interpretation right now. There's the emotional price levels of 3000 and 4000 that we might have no problem getting to in an overbought environment before a correction. And how big will the correction be? I think 80%, but it very well could be around 50% down to $1200, the previous level of resistance which would become support.
I put everything above in its own wiki here.
Well I hope that helps everyone. Sorry to anyone that may feel butthurt on classifying cryptocoins as speculation, I hope you understand the facts. Feel free to argue or agree with this. If I made any mistakes and you point them out, I'll correct them and give you credit for it in an update to this post and the wiki.
Also the automod will is just going to blanket remove posts (not comments) with the following keywords {crypto, bitcoin, btc, etherium, altcoin} (see update 4 below) (this will eventually get relaxed if Coinbase ever IPOs) and then it'll send the user this message:
"Sorry your post[link] was removed in stocks because of rule 6: Bitcoins & cryptocurrenies should be discussed in CryptoCurrency. You can find more information in our are-cryptocurrencies-investments wiki. If you're trying to discuss a non-OTC stock related to cryptocoins like Coinbase IPO, or this was just a mistake, message the mods and they'll approve your post, thanks."
Update: Created wiki, added relevant websites and sub reddits. Also turned on automod reply.
Update2: those relavant websites and subreddits I put into the wiki, thanks u/dross99 for recommending ethereum

Relevant websites/wikis

Relevant subreddits

  • CryptoCurrency - main sub to learn about all bit & altcoins
  • ethtrader - trading eth
  • ethereum - for more eth information
  • btc - the place to have bitcoin discussions or r/CryptoCurrency; while Bitcoin does have a lot of information on Bitcoins in general, you'll find many reddit subs completely opposed to Bitcoin for heavy censorship of discussions, especially those critical of bitcoins, so you're better off reading the sub's wikis and discussing bitcoins in btc & r/CryptoCurrency
  • personalfinance
Update3: Shoutout to the mods on CryptoCurrency
Update4: Updated auto mod keywords, it's not a blanket catch all, a little completed to understand if you don't know regex but it looks like this
"crypto ?(trading|investing)","(should(| I)|could(| I)|can(| I)|how to|is it worth) (buy|sell|mine|min)(|ing) (btc|btcs|bitcoin|ether|etherium|eth|litecoin|ripple|altcoin)" 
submitted by provoko to stocks [link] [comments]

SL/TP placement and risk management

In all the reading I've done up until today, it's common to see recommendations to have a generous risk/reward ratio for any given trade. Most often I see 1:3, but also 1:2.
Ex. 50pip SL implies 150pip TP is a 1:3 ratio.
(of course position size should also be taken into consideration so as not to risk too much should your SL get hit. 1-2% of total balance risked on loss per trade is generally recommended.)
This is considered a good trade position for beginners, as anything less, or with a negative risk ratio wouldn't make sense.
After all, in the case of the reverse trade position, why should you risk losing 150 pips when you only stand to possibly gain 50?
Ok. Makes sense, right?
Then yesterday I came across this post on forexOP that not only says the above method of risk-management is false, but even argues the exact opposite is better with seemingly sound logic.
Paraphrased, it goes thusly:
Before entering a trade, you should consider the time length you expect to have the trade open and this should take into account the average movement the price makes on a given time frame.
ex. on a 15-min chart, the average price movement per bar is 10-pips. In this case, if you hope to make 150-pips in profit you are most likely looking at 150-minutes of waiting before the TP is realized.
But remember that the average 10-pip movement is direction neutral. So over the course of the expected 150-minutes it can, at best, go constantly in a profitable direction for you. It can also go against you.
This results in a higher chance of trade failure (SL hit) as time passes.
If your SL is only 50 pips, probability is much higher that the SL will get hit before your TP because less movement is required to get there. Averaged Probability-wise, a SL hit is possible from the 50-minute mark, but TP has to wait 150 minutes to realize.
He then uses maximal curves (which I admittedly don't fully understand) to illustrate the likeliness of price movement of X-pips over Y-amount of time.
Put simply, he is saying that a wider SL and narrower TP has a higher chance of the trade resulting in profit.
He has tables and formulas that explain this.
I'd like to hear what people with a bit more experience than myself (about 6 months demo) have to say about this idea.
submitted by Nogoodsense to Forex [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

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  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

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  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
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  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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Best PROFITABLE Forex Strategy for The 15min Time-Frame ... KILLER 15 Minute MOVING AVERAGE Strategy (FAST PROFITS in ... BEST 15-30min FOREX STRATEGY for NEWBIES 👍 - YouTube Forex Swing Trading 1 Hour - 15min Strategy - YouTube Simple 15 min Forex Scalping Strategy - YouTube forex scalping 15 minute stochastic ema200 - YouTube Forex scalping 15 minutes : A simple technical strategy ...

Forex 15 min scalping strategy. In best forex trad solution is the equal daily beginners for all three bullets you have got a high-quality candidate for the 15 minute strategy. Simple forex scalping strategy. Swing trading weekly options . Harmonic bat pattern. If an inventory is bullish macd settings for 15 minute chart in its primary fashion, bullish in its intermediate trend and bullish in ... I have been thinking of a way to get in and out of the market in 15 minutes or less. Alas, I settled for 15 minutes because price can move decently in that time, but usually I'll be ok with a 10 pip stop. The nice thing about this strategy is that it is timebased, so every 15-minutes you can exit a trade, or enter, or both. 15-minutes a trade ... 15 Minute Forex Trading System PDF Version 15 Min Scalping Strategy especially effective during London Open when volatility is high In our second example we’re going to have a look at some short opportunities in EUR/USD. Once again the breakout of the Asia range in confluence with RSI divergence has produced a nice short opportunity. Our short signal was triggered at the London open once we ... Also Read: The Best Forex Strategy Ever 15 min Strategy Anatomy: 15 min Strategy Anatomy. 5 & 8 EMA: A 5 & 8-day Exponential Moving Averages have been added to this system as a trend identifying tool.Price above all the EMAs and 5 EMA are greater than 8 EMA signals the bullish trend is in progress. Best currency pairs: any. Download. Download The 15 Min Forex Day Trading Strategy. Example: EUR/USD 15 Minute Chart. As shown in the EUR/USD chart above, this short-term fx strategy provided us with 2 profitable sell signals in the downtrend (price below the 200EMA). Both trades were closed at risk-to-reward 1:2. Trading Rules. Buy: Price above the 200 EMA (bullish trend direction) Octopus_2 ... 15 min Contrarian Scalping is an forex strategy Contrarian or counter-trend the advantage of these forex strategies is a good profitability but with do not great gain (in relation at the time frame). Time Frame: 15 min, Currency Pair: all. Forex Indicators: bollinger bands [20, 2] envelope [14] ADX (13) (with moving Average 5) Thus, according to the strategy: For bullish direction, closing price must be higher than the previous max, for bearish – below the previous low. To go long (buy) on the 15-minute strategy, you need a "free" (white) candle located above the moving average line. Once the next candle is opened – enter at the market price, but you can also ... 15 Min Scalping Strategy – Simple and Highly Effective Forex Trading Strategy We’re going to move further and look at some practical examples that will show you how this strategy works. First Example is a long GBP/USD setup right at London Open where we have a false breakout to the downside of the Asia range with spotted RSI divergence which is a BUY trigger signal. Forex 15 min scalping strategy In market Currencies fluctuate instantly in the very short span of time and the prediction based on the repetition of currency fluctuation may be profitable sometimes. Having said that it is the time where a scalping strategy of trading range reversion will not going to work anymore thus it is essential to Profitable Forex Simple Scalping Strategy bring the flaw ... Your support is fundamental for the future to continue sharing the best free strategies and indicators. 154# 15 min Strategy . 15 min Forex Strategy Trend Momentum. Submit by Janus Trader 13/12/2012 Currency pairs:any, Timeframe: M15; Forex I ndicators 1) Indicator - Heikin ashi; 2) Exponential Moving Average - EMA (5), close - the color blue; 3) Exponential Moving Average - EMA (8), open ...

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