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How Machine Learning/AI Traders Beats Retail Traders with Example Strategy for Beginners

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  • Опубліковано 24 кві 2024
  • In this video we will discuss how traders who use machine learning strategies will outperform the retail traders in future. We will also explain how to create a machine e learning strategy right from scratch.
    The entire code is only available for our Prometheus students and can be found in the Strategies and Code section
    www.quantprogr...
    We are thinking of creating a course purely focussing on Machine Learning and AI based trading strategies. We will only launch it if there is substantial interest as it takes lot of work to create one. Let us know if you are interested through the link below
    www.quantprogr...
    Our Course's
    www.quantprogr...
    Full Beginner Tutorial for Tradingview Pinecript: • Tradingview Pinescript...
    RSI Strategy Backtested Pinescript: • RSI Strategy Backteste...
    Backtesting Pullback Strategy Pinecript: • Pullback Strategy Back...
    Stan Weinstein Strategy Pinecript code: • Stan Weinstein's Tradi...
    Create Stop Loss Take Profit Code: • Create Stop Loss and T...
    Creating Trailing stop Loss in Tradingview Pinescript: • Trailing Stop Loss Cod...
    RSI divergence V4 Pinescript code: • RSI Divergence Pinescr...
    Donchian Breakout Pinescript Code: • Donchian Channel Break...
    Inside day Strategy Pinescript Code: • Backtesting Inside da...
    Bullish Engulfing Strategy Pinescript Code: • BACKTESTING Candlestic...
    www.quantprogr...

КОМЕНТАРІ • 81

  • @quantprogram
    @quantprogram  3 місяці тому +29

    If you enjoy our teaching approach, we're considering developing a course dedicated purely to Machine Learning and AI-based trading strategies. We'll only move forward with creating this course if there's significant interest, as it requires a lot of effort and time to create it. If you're interested, please let us know by registering your interest found in the link in the description box. Thank you for watching!

    • @saralkatna9142
      @saralkatna9142 3 місяці тому

      Yes please, I and couple of trading buddies are interested. We can venture out if you can give us a good foundation and /or foothold. This approach is quite difficult to get into, may not be for you, is for us.

    • @roxnroll8050
      @roxnroll8050 3 місяці тому

      I would be 100% interested if the course was based on Futures (NQ, ES, GC, CL, etc) DAY TRADING along with using Prop Firms when automating (as well as using Brokers like AMP or other).
      Heck, I'd buy it this very moment if it was available since it doesn't exit! (I did sign up via the link in your description box BTW). There are already some courses out there - but they're for Forex, Options or Stocks. NONE for Futures only!!! This would be unique. Once ready, you could promote it at places like TopStep or other for a whole audience that would be foaming at the mouth to have a course like this for Futures Day Trading (as opposed to just downloading daily historical from Yahoo - which is a joke). If you could teach in your new course how to get the historical data from the broker (programmatically), for example in different TimeFrames to run through ML and determine which has the highest success rate - this would also be unique. Everybody and their mother is using Yahoo as an example of analyzing data. Ridiculous.
      I do recommend creating for beginners to Pro. Just saying "Here we use Regression" isn't helpful to those who don't even know what that is ;)
      One last recommendation - be available for student questions. Most teachers think they're so amazing that what they said was perfectly clear (to themselves, of course) LOL. But most teachers don't remember what it was like when first learning and skip CRUCIAL pieces of information. Which all this is fine as long as the teacher is available to answer every question students have via email, Discord, etc. But NOT rely on other students answering peer students' questions. I never understood why teachers are OK with the blind leading the blind. HAHA
      Hoping you put this course together with these suggestions! I have my CC already in my hand LOL

    • @jotiradityabanerjee2698
      @jotiradityabanerjee2698 3 місяці тому

      It depends, if the price is great, definitely can promise atleast 10 people including me from my side. Something like this is really important, but the price point of each course already available is very high for India like countries.

    • @othername2428
      @othername2428 2 місяці тому

      Ai trading course would be amazing, exactly what I'm looking for!

  • @Montana69420
    @Montana69420 3 місяці тому +5

    great for getting better understanding of overall process

  • @zhanglee4014
    @zhanglee4014 3 місяці тому +19

    Why wouldn't a bank put a group of bad day traders in an office and then do the opposite of their trades?

    • @sahilx4954
      @sahilx4954 3 місяці тому +14

      because they already have the data of all the bad traders out there.

    • @javiervera6318
      @javiervera6318 3 місяці тому

      They do..every thing the bad traders buy the banks sell.. everything the bad traders sell they buy

    • @mitesh8utube
      @mitesh8utube Місяць тому +2

      Not banks, but brokers used to do that all the time. They still may be doing so. Basically they took opposite trades of their clients. 90% new traders lost 90% money within 90 days. Even AI can't be that precise. It was literally free money.

    • @lautaa33
      @lautaa33 Місяць тому

      ​@@mitesh8utubeThe fact that 90% of traders lose their money doesn't mean you can win by putting the opposite trade because, like in the casino, there are commissions. 90% of casino gamblers also lose their money, but this doesn't mean that you can go to the casino yourself and beat the house by placing your bets on the opposite color than other gamblers

    • @zhanglee4014
      @zhanglee4014 Місяць тому

      @@mitesh8utube that's right, what also seems to be true is that reverse trading isn't a good strategy. A hedgefund did some tests, theres a video up: "unveiling the truth: why reverse trading fails" channel name ukspreadbetting

  • @8dmagic26
    @8dmagic26 3 місяці тому +4

    Yessss highly interested in doing this course, and we appreciate your efforts ❤
    Kindly make a complete course for the same
    Thank you ☺️

  • @damastet
    @damastet 3 місяці тому +7

    Thanks for the video! AI in trading is, at to some degree already present for some years. Look at programs like NeuroShell and others who already did strategy optimization using genetic algorithms and backpropagation neural networks. However with singularity we are facing now, allows more powerful tools. I dont think manual traders will be obsolete, for instance I love to manually trade, to be in control and feel the flow with the market but, as trading is a bit like an art, it cen become quite indiviual and singular. I believe the main challenge for machines now is avoid those colossal drawdowns (20%, etc..) and survive long term in this hyper complex / fractalized maket.

    • @quantprogram
      @quantprogram  3 місяці тому +4

      Thanks for watching mate. I agree to your point. i personally enjoy doing manual execution as well. Especially in my value investing based trades. From a a pure personal joy it is extremely satisfying and thrilling to do manual trades but there in comes other issues like fear and FOMO and overconfidence etc.I think eventually as people learn more and it becomes more easier to implement these ml algo models easily for retail traders more will transition. 5 years ago i couldn't imagine doing all these ml models with so little code and at this price. As time goes by it will get cheaper and more convenient to implement algotrading with ml

    • @othername2428
      @othername2428 2 місяці тому

      ​@@quantprogram Please do a ChatGpt/Ai trading course. Soon! 🏆🦾

  • @user-lo4xv5yx6j
    @user-lo4xv5yx6j 3 місяці тому +3

    Always the best content . wish u a great day .Thanks a lot

  • @TheWougha
    @TheWougha 3 місяці тому +4

    Thanks for the videos! I have math degree, and I have some experience in coding but it was years ago (C++). I trade now manually (as you mentioned using patterns etc). Now, I want to break into this field of automated trading based on machine learning or whatever technique. I just need some training in modern tools available now that you just described (programs that pull data together, code your idea, testing, link with my broker, etc). Could you create a simple course which explains how I can go from trading idea to its automation in a simple way just using my PC ?

    • @quantprogram
      @quantprogram  3 місяці тому +2

      My background was also in C++ back in 2007 period. Python will be a piece of cake for you . So i doubt it will be difficult for you to learn. The execution was the hard part in past few years. But now with quanctonnect and its integration with python and many famous brokers it has become easier. Because of your math background i really think you could pull off ml/ai trading much easier than many

  • @ivanero1780
    @ivanero1780 24 дні тому

    I have an SMC profitable strategy but I wanna learn how I can do it with AI trading. I hope that in your course you explain how to do with AI an SMC strategy where you have different parameters such as market structure, zone selection, entry models etc

  • @RavenRaven-se6lr
    @RavenRaven-se6lr Місяць тому +1

    I want to be a neo trader as smart as Jess Livermore!

  • @praiseoreoluwa5515
    @praiseoreoluwa5515 4 дні тому

    Do you think ICT strategies can be coded?

  • @ivanero1780
    @ivanero1780 24 дні тому

    In your new AI course will you include as well all the content from the Prometheus?

  • @anatolyalekseev101
    @anatolyalekseev101 2 місяці тому

    Very inspiring video! Though I suspect that stellar results on the test set mostly come from the fact that you are exploiting the data leak. quantiles that you use to open positions are calculated using the future data (of the entire test set). In real trading, you don't know upfront what will the quantiles of the future predictions spanning years ahead be. Also, it's a good practice to turn any duplicated code into a procedure to reduce possible copy-paste errors and easу maintainability. Good candidate for that here is the featurization code. Also, best practice for combining preprocessing with models is to use pipelines. Plus, PCA needs prior data normalization, therefore, optimal way would be make_pipeline(StandardScaler(),PCA(),your_model). Another necessary step is comparing your model with a dummy model (DummyRegressor in this case) and checking whether your model is having a real gain over random guessing.

    • @quantprogram
      @quantprogram  2 місяці тому

      Thanks for watching. The testing data and training data are completely separate. Quantile calculations are also separate. I can confirm that there has been no data leaks. You can go through the code and run it yourself to confirm the same.

  • @eg7990
    @eg7990 3 місяці тому +2

    i have few ideas and some found edges but ive done this study manually and it is tiring, i need to learn python to convert my ideas into code

    • @vikraal6974
      @vikraal6974 3 місяці тому

      Hi, I am kind weak on the Algo side. I know how to script in python. Maybe we can team up who knows

  • @ivanero1780
    @ivanero1780 26 днів тому

    Will this new AI course be launched soon? Will be available for the Prometheus students?

  • @priyamkashyap885
    @priyamkashyap885 3 місяці тому

    Amazing video. Can you please teach how to make a trading bot for Quotex, Pocket Options?

  • @ivanero1780
    @ivanero1780 2 місяці тому

    Is it posible to do an AI for SMC strategies. SMC involves experience and discretion so I dont know of it is possible

  • @sahilx4954
    @sahilx4954 3 місяці тому

    Amazing video. Learned a lot of new things.
    👏

  • @richardhackl4781
    @richardhackl4781 14 днів тому

    Hi, are you planning to create bots using stuff like reinforcement learning, LSTM, ...? Awesome video btw!

    • @quantprogram
      @quantprogram  14 днів тому

      That's the plan! So far we are done with strategy codes in pca, regression, decision tree and neural networks for the course. Will be adding more before the final release.

  • @J4ME5_
    @J4ME5_ 3 місяці тому +4

    This is a dream come true

  • @Puneetsharma_
    @Puneetsharma_ 3 місяці тому

    Two questions.
    1. I know ML ,AI should i go for prometheus or wait for your ML,AI course
    2. If i chose prometheus. All stuff is included in that or i have to do other two as well ?
    Know about all the things you told in the video and was on the way towards learning that but i think choosing your course will help me save time towards learning that as you’ve already gone through that stuff.

    • @quantprogram
      @quantprogram  3 місяці тому

      Answers below.
      1. It’s up to you. If you purely want something that focuses on ml or ai based trading content. Then it’s better off to wait for the ai course. But if you want something that’s purely quantitative trading ie using normal quant models using optimization, forward test, Monte Carlo etc ie excluding ml/ai then Prometheus should suffice. This strategy codes is also included in prometheus.
      2. If you choose Prometheus which I personally don’t think you should as you’re expecting ml or ai content, you will get a discount when the new course get released. The Prometheus wont contain the codes or contents of the new ml ai course when and if it gets released.
      Just one more thing as stated in the video. It is lot of work creating content especially ml content as we will have to break down the math into simple explainable terms just as we did in the video. So the time to create that course might take a while. There is no specific schedule decided.

    • @Puneetsharma_
      @Puneetsharma_ 3 місяці тому

      @@quantprogram True that good things take time, but I request you to do it. anyway, thanks for your honest reply. I'll sign up for your Prometheus course until you work on it not because of the strategy or money but because of the knowledge I'll get, for a bigger all-round picture. Hope it meets the expectation 😊

  • @luketechco
    @luketechco 3 місяці тому +1

    Im interested!

  • @Puneetsharma_
    @Puneetsharma_ 3 місяці тому +1

    To the point. ❤

  • @gloosh9886
    @gloosh9886 2 місяці тому

    Is there a discount code I can use when buying the course

  • @oni5909
    @oni5909 3 місяці тому

    always wanted a bot that could do options for me wonder if it could do that too

  • @only_trades
    @only_trades 3 місяці тому

    Could you also use Level 2 footprint (bid ask) data. It would be great to see a demonstration of how this is achieved. Thank you

    • @quantprogram
      @quantprogram  3 місяці тому +4

      there is lots of alpha and ideas that can be generated but It is not practical for retail traders. like for instance the data can be expensive, level 2 data is like million of data in just 1 day. as in the order book the bids and offers keep on changing, then there is market orders . for all these data you will have storage issues. Now if you want train all this data for a ml model then youll need a lot of computational power. Now to obtain all this data alone will be significantly expensive let alone working with computational power and storage. Not to mention the work involved in just cleaning the data
      Some people have come with simple non ml models like see whether the bids is higher or offers is higher currently or buy market orders is higher rectly or even footprint charts and work form there discretional trading style. eg jigsaw trading. But from a ml/ai side its not that easy due to reasons above.
      I'm pretty sure many of the quant funds who are in high frequency trading/market making are doing it but they have a lot of financial power to buy all this systems and quants not to mention the tech infrastructure. For retail traders, i doubt there will be an easy solution to apply level 2 to ml and ai at least any time soon. Maybe in the next couple of years, if we do get any of these to be cheaper then yes

  • @pragneshmistry6845
    @pragneshmistry6845 3 місяці тому +2

    Nice video ❤

  • @J4ME5_
    @J4ME5_ 3 місяці тому

    If we were actually able to build something like this, could we not package it and sell it as a product? Or is this only for personal use? I love this though, I am avid about AI and ML and this looks like a fascinating project. I worry about my math and coding skills, but intend on using any and all resources available to pull this off. You are a great teacher. Thanks for making it understandable

    • @quantprogram
      @quantprogram  3 місяці тому +1

      You can. But every trader will want their own input variables. Here we used rsi. I might prefer using volume or obv or add or even another index or interest rates . I might also want training data to be different. Instead of pca some other statistical model could be used. There are many combination so then the package will be different

  • @bennybabylon43
    @bennybabylon43 3 місяці тому

    Course sounds good

  • @gideoncobbina6229
    @gideoncobbina6229 3 місяці тому

    Please does this automated trading strategies work on crypto market as well as synthetic indices?

    • @gideoncobbina6229
      @gideoncobbina6229 3 місяці тому

      And what about trading the news too. Let's say NFP would this automated algorithmic trading work?

  • @jotiradityabanerjee2698
    @jotiradityabanerjee2698 3 місяці тому

    Could you create a video, on how to learn about algorithmic trading from your youtube channel/ other resources, whichever you feel is great. That actually can help us a lot , as beginners Mostly face this as the biggest issue. Also i feel that can increase the traffic.

    • @quantprogram
      @quantprogram  3 місяці тому

      It’s already there in our channel as showed in the video. It’s a 3 hour full tutorial on algorithmic trading in python created for beginners and another 1.30hr tutorial on quantconnect which focuses on execution.

    • @jotiradityabanerjee2698
      @jotiradityabanerjee2698 3 місяці тому

      @@quantprogram so those two video summarizes all the skills required?

    • @quantprogram
      @quantprogram  3 місяці тому

      It’s not a summary. It teaches the viewers the necessary coding skills in python and quantconnect. This should equip you to get the foundation to learn further. Algorithmic/quantitative trading field is ever evolving. There are new updates everyday. Now with ml/ai it’s changing everything. Summarizing won’t be enough

    • @jotiradityabanerjee2698
      @jotiradityabanerjee2698 3 місяці тому

      @@quantprogram Thanks a lottt then❤️

    • @quantprogram
      @quantprogram  3 місяці тому +1

      @@jotiradityabanerjee2698 You're welcome mate

  • @Learndaily2222
    @Learndaily2222 3 місяці тому

    Hi, how old are these strategies and the backtesting that has been done as part of your course ? is it recent or from a few years ago ?

    • @quantprogram
      @quantprogram  3 місяці тому

      The machine learning/ai course is yet to be released. It will only be created if there is sufficient demand as stated in the video.

    • @Learndaily2222
      @Learndaily2222 3 місяці тому

      @@quantprogram No I mean the prometheus course

    • @quantprogram
      @quantprogram  3 місяці тому +1

      The course was officially released 3 years ago with 5 strategies. Now there is 13 which has been released during regular intervals including this one which was just released this week. Note that the course is not about the strategies. The goal of the course is to teach you skills to become a full time quantitative and algorithmic trader. The strategies serve as a foundation for you to create your own strategies which are even better than those. Please contact our email that can be found in the about page for further details

  • @Scalykams
    @Scalykams Місяць тому

    Hmm doesn't have high alpha

  • @dominikortler7431
    @dominikortler7431 3 місяці тому

    Nice code but pd is so slow

    • @quantprogram
      @quantprogram  3 місяці тому

      By pd do you mean pandas dataframe or was it something else?

    • @dominikortler7431
      @dominikortler7431 3 місяці тому

      @@quantprogram yes, do not use it

  • @Muhammadwaseemkha9003
    @Muhammadwaseemkha9003 3 місяці тому

    why you put messi in video instead of cr7

    • @quantprogram
      @quantprogram  3 місяці тому +1

      Lol. Will do next time for sure

  • @titrecords2294
    @titrecords2294 3 місяці тому +1

    1 week to be proficient in python? 😂😂 you think everyone is Einstein??

    • @quantprogram
      @quantprogram  3 місяці тому

      Einstein was a physicist not a coder 🤣. Python is the easiest programming language out there. Anybody who puts in an effort can easily learn it. Yes and that too in just 1 week. This is not C++. And you dont have to oearn everything like web development or flask . All you need is th emsot important things neccesarry to get you started in trading and finance. However for people who dont put in the effort, I dont know,

    • @othername2428
      @othername2428 2 місяці тому +1

      I don't know how to code. But GPT4 does. 👌

  • @eggspanda2475
    @eggspanda2475 3 місяці тому

    always going to have winners and losers