How to Code a AI Trading bot (so you can make $$$)

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23 июн 2024

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@NicholasRenotte 4 месяца назад

If you get a get_news() error when running the model make sure you're running alpaca-tade-api equal to 3.1.1 or greater. If not, run the following install and you should be good to go. pip install alpaca-trade-api==3.1.1 I updated the README in GitHub so you should be sweet to smash it.

@IRTYU-5D3 4 месяца назад

I get an api error that has something to do with the ML model IDK if you can help but if you do you may really help a junior dev get ahead.Starting backtest for MLTrader... INFO:backtest_stats:Starting backtest... Progress |--------------------------| 3.46% [Elapsed: 0:00:04 ETA: 0:02:07]2024-02-04 00:48:11,863: root: ERROR: Strategy.create_order() got an unexpected keyword argument 'type' 2024-02-04 00:48:11,865: root: ERROR: Traceback (most recent call last): File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 822, in run self._run_trading_session() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 773, in _run_trading_session self._on_trading_iteration() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 286, in func_output result = func_input(self, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 310, in func_output result = func_input(self, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 86, in func_output return func_input(self, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 388, in _on_trading_iteration on_trading_iteration() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/tools/decorators.py", line 62, in func_output frame, result = call_function_get_frame(func_input, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/tools/decorators.py", line 30, in call_function_get_frame result = func(*args, **kwargs) File "/Users/jasonwilliams/ML Project/MLTradingBot/tradingbot.py", line 56, in on_trading_iteration order = self.create_order( TypeError: Strategy.create_order() got an unexpected keyword argument 'type' Exception in thread MLTrader: Traceback (most recent call last): File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 822, in run self._run_trading_session() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 773, in _run_trading_session self._on_trading_iteration() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 286, in func_output result = func_input(self, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 310, in func_output result = func_input(self, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 86, in func_output return func_input(self, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 388, in _on_trading_iteration on_trading_iteration() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/tools/decorators.py", line 62, in func_output frame, result = call_function_get_frame(func_input, *args, **kwargs) File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/tools/decorators.py", line 30, in call_function_get_frame result = func(*args, **kwargs) File "/Users/jasonwilliams/ML Project/MLTradingBot/tradingbot.py", line 56, in on_trading_iteration order = self.create_order( TypeError: Strategy.create_order() got an unexpected keyword argument 'type' The above exception was the direct cause of the following exception: Traceback (most recent call last): File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/threading.py", line 1016, in _bootstrap_inner self.run() File "/Users/jasonwilliams/anaconda3/envs/trader/lib/python3.10/site-packages/lumibot/strategies/strategy_executor.py", line 835, in run raise RuntimeError("Exception encountered, stopping BackTest.") from e RuntimeError: Exception encountered, stopping BackTest. Creating trades plot... Creating indicators plot... Creating tearsheet... 2024-02-04 00:48:12,776: root: ERROR: Not enough data to create a tearsheet, at least 2 days of data are required. Skipping ((Sorry for the long explanation please help))

@mohz832 4 месяца назад

Thanks a million! I was going to ask 🙂

@UpVerse7 4 месяца назад

How can the bot be improved, what else can we do increase the accuracy and better the bots decision making on trades??

@andreasbaros5528 4 месяца назад

Anybody else gets this error?: TypeError: Strategy.create_order() got an unexpected keyword argument 'type'

@romannyapi3176 Месяц назад

but how to import the strategy code in the app ?

@larsondavis8155 4 месяца назад

Duuuude. Love watching. The quickness at which you move step to step is fantastic. And the breakdown as you're doing it is fantastic. Fantastic.

@johantro 4 месяца назад

he is so good at it. I learnt a lot from him.

@nafizbran 3 месяца назад

Fantastic.

@mdawg998 2 месяца назад

What programs do I need for this?

@DBriddo 2 месяца назад

@@mdawg998learn python programming... m.ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-tKTZoB2Vjuk.html

@mdawg998 2 месяца назад

Has this worked for you?

@NicholasRenotte 5 месяцев назад

Also OG trading logs, settings and data is in the GitHub repo in the log folder in case you want it y’all.

@DerrellProctor 3 месяца назад

Crisp, smart way of explaining, necessary and sufficient information. That was helpful. Thank you.

@mdawg998 2 месяца назад

Has this worked for you?

@swizman2709 4 месяца назад

Great video, very clean code and easy to code it along with you. 10/10!

@mdawg998 2 месяца назад

Has this worked for you?

@jwia007 5 месяцев назад

Instead of using your files, I love coding with you on each video. You are amazing sir! Thank you

@NicholasRenotte 5 месяцев назад

Awesome, do you go back to the files as well occasionally? Sometimes I find it a little hard to get context of where the app is at.

@jkazi122 10 дней назад

If we're just looking at this video as a way to program something cool and learn how to code, sure I'm on board. But if anyone actually thinks this would work in a live market, I'm sorry but you will be met with frustration. Bots are derived from static code, and the market is dynamic and has ever changing conditions. It's not black and white. HFT bots aren't trading like this they're sniping order fulfilment and profiting pennies on each dollar. But they are doing it with such a high frequency those corporations can make millions of dollars in a day. For example, you place an order to buy XYZ at $10, an HFT bot see's that and buys a position at $9, and then immediately creates a sell order to fulfill your buy order at $10, profiting $1. It's not actually "trading" or holding positions.

@krieger63 2 месяца назад

Hey Nicolas, really brilliant workshop and explanation to make em an idea on ML trading implementation. Thx a lot. You did great !

@guillermoalvarezdelacadena5110 5 месяцев назад

AMAZING VIDEO!! I've been looking for a video like this!

@NicholasRenotte 5 месяцев назад

Thanks a mil 🙏

@mdawg998 2 месяца назад

What programs do I need to do this?

@GXNG_SA 2 месяца назад

totally new to coding and as a professional trader this video is awesome to the point it seems like I already know how to code . splendid

@CodingWithLewis 5 месяцев назад

Love the thorough detail of building this bot from beginning to end!

@NicholasRenotte 5 месяцев назад

Cheers Lewis!! You’re crushing it man, shorts are 🔥

@mdawg998 2 месяца назад

What program is he using so I can begin?

@mdawg998 2 месяца назад

What programs do I need for this?

@NicholasRenotte 2 месяца назад

@@mdawg998 Python and somewhere to code. I used VS Code for this.

@iamdrex7349 4 месяца назад

I truly appreciate the effort you've put into sharing your knowledge and expertise. Looking forward to more great content from you in the future!

@NicholasRenotte 4 месяца назад

Thanks so much for checking it out! 🙏

@bryanmoralespallero9732 5 месяцев назад

This is really good, Nic. Thank your very much!

@NicholasRenotte 5 месяцев назад

Thanks a million Bryan!! 🙏

@user-ok4op5wu4p 5 месяцев назад

Welcome back! I really love to watch your codes.

@NicholasRenotte 4 месяца назад

Thanks so much man, good to be back!!

@wasgeht2409 5 месяцев назад

Bro is back! Thank you :) Best regards from Germany

@NicholasRenotte 5 месяцев назад

Ayyy thank you so much man!! Took a little break to study, pumped to be back!

@berdan-dc4431 Месяц назад

Und bei hast du probiert

@thewatersavior 5 месяцев назад

love the library summary!

@NicholasRenotte 5 месяцев назад

Yeah? Got it, will keep it in for the next vid!

@user-su7wd3sb1q 3 месяца назад

necessary and sufficient information. That was helpful. Thank you.

@user-og1rs1sl2y 28 дней назад

This Video is so helpful. I've watch it around 20 times

@husamitani7491 3 месяца назад

SIr i am currently learning algorithmic trading through several courses , however I stopped by coincidence at this video and observed how really good you are ! BUt unfortunately as I checked your channel there doesnt seem to be much more about the same topic as I thought , you have general coding stuff. In case you made a training courses I would be delighted to join in it , or if you can make more trading related videos about algo and quant trading if possible .... your information is so precious . Thank you

@sufyan2317 5 месяцев назад

Bro is back with some insane projects !

@NicholasRenotte 5 месяцев назад

😉 just needed a little time to cook!

@cjnew47 2 месяца назад

Legend ! As a soon to be CS grad and trading enthusiast, this is a very informative video. Gives you a different perspective to the market, beyond the human side of it. Market makers aren’t sitting at their desk entering/exiting whale size positions by the second, computers are…code is ! I started to learn pine script (still might) to utilize scripting on tradingview, but thank you for displaying an exciting way to breaking into quant trading with python . Thank you 10000 times, earned a new subscriber!

@mdawg998 2 месяца назад

What programs do I need for this?

@cjnew47 2 месяца назад

@@mdawg998anaconda/ vs code (visual studio)

@Dasha_Aserda Месяц назад

Your patience and composure are admirable! 😎

@afifont 4 месяца назад

For some reason it says there is no function get_news() under the REST object. anyone knows how to fix it?

@jaimem1325 3 месяца назад

This video is an automatic subscription trigger lol thank you!

@cartoonchan182 4 месяца назад

Hey nick nice video as always... i havent used TF in a long time so if i start i would feel like learning a new framework so planning to shift to pytorch and based on all huggingface videos i guess pytorch is better(also cant find that many TF videos regarding hugging face)??

@staracucare519 3 месяца назад

Great video, What version of NVIDIA driver do you use to speed up the machine learning processing? For me, I can only use old version 11040 driver to make the script work, but it processes slow. Newer NVIDIA driver makes "Torch" out of memory after 20% Progress then stop.

@ludwigb6334 5 месяцев назад

Hey, it would be great if you continue the RL journey of yours. Coding more complex simpy environments, applying real-life cases etc. I would highly appreciate it!! Thanks for your content!

@NicholasRenotte 5 месяцев назад

Oooh yeah RL is tricky but we can give it a go using lumibot now! Will study up while I’m travelling!

@howryaa6705 4 месяца назад

Hey bro love the vid new sub.... I just wanted to know where you learnt this all I'm currently in the position where I've finished high school planning to go uni for computer science, just wanted some advice or maybe some knowledge where you came on your journey to build this skillset of coding and having social media presence etc..

@coinboybit7281 5 месяцев назад

Good stuff! Thank you very much Nick! Do you mind sharing you laptop specs as well as any recommendation on a decent laptop to run local llms? I’m looking to buy one to run local llms for coding and don’t really know much. Thanks a bunch again man!

@NicholasRenotte 5 месяцев назад

This video was run on my deep learning machine 2080 super and an AMD cpu with 32GB of RAM. But I originally developed it on my MacBook Pro M1 Max with 32 gb of RAM.

@atanasneykov1514 3 месяца назад

Very interesting code and explanation! I have several question: Is there any check on sufficient funds in the investment account? If the funds in the account is low, how would the bot react? Is there protection in the form of a residual reserve of funds for any taxes for the positions for positions that are already active?

@mahdis-hs6bn 5 месяцев назад

Thanks for your wonderful video . Is it maybe possible to use some forecasting model inside the strategy and use it and the sentiment to open or close an order based on them ? and if so the forecasting model should be a single step model or a multi step ?

@NicholasRenotte 5 месяцев назад

Could defs bring forecasting into it, sometimes the simplest solutions are best but I could def try that!

@himanshudash5512 5 месяцев назад

you are amazing sir please make more programming videos on trading👌👌

@NicholasRenotte 5 месяцев назад

You got it!

@Splarkszter 5 месяцев назад

This is really cool. I learned a lot, wish to see more of these kind of things :)

@NicholasRenotte 5 месяцев назад

Glad you enjoyed it, plenty more coming!

@futuresick100 5 месяцев назад

Cheers from Greece! Thanks for this.

@NicholasRenotte 5 месяцев назад

Ayo, thanks happening Greece!! I’m not too far from you right now, in Barcelona!

@user-kr1us1mz3i 4 месяца назад

καλησπερα αδερφε! σου απαντησα γτ ειδα εισαι ελληνας.. εχεις δοκιμασει και ειναι legit ενα τετοιο bot? ειναι κομπλε η φαση?

@futuresick100 4 месяца назад

για σου ρε φιλε. καλος ειναι. δε το εχω παιξει ακομα. τι να σου πω; καλο ειναι. @@user-kr1us1mz3i

@giwrgoslos9343 2 месяца назад

@@user-kr1us1mz3i και εγω Ελληνας ειμαι .εχετε φτιαξει κωδικα για trading ?

@paulharris4780 3 месяца назад

Hey there! This is an amazing video. The best Bot video, and also one of the best Python videos in general! Question - Would this be difficult to setup to buy crypto instead? I'm going to work on that this week lol

@diegocaumont5677 4 месяца назад

Nicholas BEEN putting out that consistent high quality content.

@NicholasRenotte 4 месяца назад

DIEGO!! Thanks a mil!!

@jg643 Месяц назад

Great video! Have you considered building a version of it in which it still implements the stop loss, but picks stocks at random instead of news and sentiment? In fact, it would be interesting to combine the two into one app and then see how one performs against the other. Similar to the experts against the darts

@tunahanada6116 5 месяцев назад

He's back with a legendary project

@NicholasRenotte 5 месяцев назад

Thanks so much!!

@JeDesi 4 месяца назад

Hi, Nicholas! Thank you very much for this tutorial. Got a question. How much time does it take to understand the particular topic, so that you can explain it so well? 30 minutes of coding, knowing exactly what to import, how to use and why, with brief and elegant explanation. I'm really impressed.

@NicholasRenotte 4 месяца назад

Building the original code takes a few weeks depending on how big the project is. Understanding it and memorising how to put it together for a video took 3 days for this one.

@FootballFan4850 5 месяцев назад

Love your videos! What about Video classification models?

@NicholasRenotte 5 месяцев назад

Hmmmm just realised I never did a deep video classification tutorial. On the list.

@micbab-vg2mu 5 месяцев назад

Thank you for the great video:)

@NicholasRenotte 5 месяцев назад

Anytime, cheers for checking it out!!

@pedro-rodriguespt 4 месяца назад

Hi Nicholas. Great Video. Is possible you build a python code for use XTB ? Trade is better for stocks, Crypto or Forex , or you can use for everything that you want ?

@lianng1223 2 месяца назад

Great explainer video Nick🎉Does the GitHub files also include the stats server you show on the video to compare the Bot’s performance to SPY?

@djl3009 5 месяцев назад

"Part I : Build the baseline bot":"00:00:43", "Import libraries - lumibot etc":"00:00:56", "Part II : Position sizing and limits":"00:10:11", "Part III : Getting some news":"00:15:48", "Part IV : Bringing in the ML Model (AI)":"00:23:43", "Part V : Integrating our trading signal (sentiment)":"00:28:27"

@NicholasRenotte 5 месяцев назад

The real MVP!

@gershwinwest 4 месяца назад

@@NicholasRenotte👌🏾it's complex and it works 🙋🏽‍♂️But me have questions😅 It's about the "lumibot" what is it and where can i install/get it😗

@AbasiibiangakeUdo Месяц назад

Can u drop ur WhatsApp number...so u can teach mii

@JuanRamirez-di9bl 5 месяцев назад

Haven't seen the video yet but looks like a lot of fun!!

@NicholasRenotte 5 месяцев назад

🙏 thank you Juan!!

@user-mv8xi6hx7u 3 месяца назад

Great video and awesome idea! I think you can even publish some papers, Thank you❤

@user-fu9cw5ey8s 2 месяца назад

Wow your code is great, I love it❣❤

@mikesara7032 5 месяцев назад

You're a legend mate, thank you!

@NicholasRenotte 5 месяцев назад

Cheers man, thanks so much for checking it out! 🙏

@MrElectrecity 5 месяцев назад

❤❤Welcome back we miss you and your videos so much❤❤❤

@NicholasRenotte 5 месяцев назад

Ohh thank you so much!! I’m back, needed a little break to study up some stuff but I’m here!!

@richardcartier6193 14 дней назад

Your a bloody genius man. Good onya

@user-cn9my5zd7u 17 дней назад

Been a member of your VIP group for a few months now, and I have to say, it's been one of the best investments I've made in my trading career. Thank you for all the incredible knowledge and support!

@monirhosenmonirhosen8612 4 месяца назад

Now I understand there are more to learn in this trading each day, I hope it works for other of different stocks not just SPY

@ElisendaPliego 3 месяца назад

Oriental blue tonic has become my daily reminder that self-care can be both indulgent and beneficial. It's a treat for both body and soul 🙏

@miguelzuniga 5 месяцев назад

I've made my own trading algo as well, but i'm working on a different way.. by using an image classifier to look for specific graph patterns from a bunch of indicators while scalping at the min, plus news

@NicholasRenotte 5 месяцев назад

Ohhh man, I was like I wonder if I can get an image captioning model to classify a candlestick pattern as another strategy! How you going with your strat?

@miguelzuniga 5 месяцев назад

@NicholasRenotte The strategy works on its own for forex ( 4 multi timeframe macd + ema ), but the pattern is easier to detect visually by looking at all of the indicators at the same time. I created an image classifier following your video and it works but I still have some false positives during the signal detection. I'm getting the indicator data from mql4/5 through zmq and python is plotting before sending it to the classifier. It takes about a day to have enough data to train the model. Your videos helped me a lot. Kudos on all the content you get out there.

@salockingaming6246 5 месяцев назад

I’m doing something similar. I found a website that you can pay and get minute to minute quotes, right now I have about ten years of data from ten different stocks. Each has a year of basically minute to minute candles, I am experimenting with reinforcement learning

@ivohage 4 месяца назад

How are you going with this? Does it work?

@salockingaming6246 4 месяца назад

@@miguelzuniga I’m trying basically the same thing but just looking at quote data instead of images, how much data did you use to train it on and for how long? After about 8 hours of training of the same year of AAPL stock mine wasn’t working.

@bradygallagher4449 3 месяца назад

Great video. I am a trader who has been licensed since 2015. I’ve only recently (since 2020) been playing with python. I decided to have a little fun and change the ticker to stocks, funds, and other indexes. Swings from outperformance of 34% CAGR from S&P400 and Nasdaq was negative $1B. With a b. My plan is to add in screening functionality to build a small basket of stocks and then let this loose. Thanks for doing the video.

@ethan9936 2 месяца назад

Hey brady when u changed the ticker did the sheets titles change as well? I was trying to do QQQ or TSLA but it kept on giving me SPY as the title

@bradygallagher4449 2 месяца назад

@@ethan9936 it turned from what was downloaded from GitHub, then new files were created to support the functionality of what I envision. I added a screener that built basket portfolios prior to the backtest. I didn’t care if the title was still SPY since that is often the benchmark.

@Jaybaas 5 месяцев назад

Thank you so much Nic! This is beautiful 👏🏾🙌🏾

@NicholasRenotte 5 месяцев назад

Yooooo! How you doing man?! Thank you so much!!

@SOUL_FULL_MENS1 5 месяцев назад

Yeah I am doing good@@NicholasRenotte

@MajjinBuu 5 месяцев назад

Would try to create an interactive streamlit dashboard for this looks like a very cool POC Love your videos man❤

@NicholasRenotte 5 месяцев назад

Oh yeah, a little UI to manage it on top?

@seththunder2077 5 месяцев назад

@@NicholasRenotte Yes please continue this series. This is very underrated and having something like streamlit and a UI will be very helpful. Also, thanks for this video!!!!

@rafael.gildin 5 месяцев назад

Thanks for the effort ❤

@NicholasRenotte 5 месяцев назад

Thanks for checking it out!! 🙏

@Ep314 3 месяца назад

Could you make a follow up video on how to deploy/utilize this bot?

@ga1205 5 месяцев назад

I think you should have used floor() vs. round() to set the quantity. round() may round up to the next integer if the decimal > .5. That should cause an error since it will cost more than what you wanted to risk. floor() rounds down.

@NicholasRenotte 5 месяцев назад

Yep I think you’re right! Good spot!

@TheKahunas2722000 4 месяца назад

Yes or use // operator i beleive that would do the same thing .

@walt5507 4 месяца назад

Thank you for the excellent code, Nicholas. May I ask you to add the Gemini platform API for a comparison please as I'm having trouble getting that to go using your code and I need some guidance?

@jfamjizzyjae 4 месяца назад

Great video Nicholas! I just subscribed to learn much more. Does this work for meme coins as well?

@NicholasRenotte 4 месяца назад

Possibly, I’d need to test. I gave it a crack on BTCUSD and it looked promising but again that was only during back testing

@timmaggs4827 4 месяца назад

@@NicholasRenotte Thanks so much for this I'm struggling to get a backtest working for BTCUSD I understand the ticker for Yfinance is BTC-USD but still doesn't spend anything. I feel like I'm missing something really obvious

@gabrielarudoh9161 4 месяца назад

great video, it explains alot. i will like if you could do a video analysis about Reef Chain

@randomcomputer7248 2 месяца назад

when trading you should be considering the Volume of the stock trading aswel as price. If a share drops or rises on small volume you might want to wait for beter volume to give a better signal.

@andreasbaros5528 4 месяца назад

Great content thanks, much appreciated! How would you revise the code to trade simultaneously more than one etfs/stocks instead of just one like the SPY example? What am asking is how to adjust this code for a portfolio of several instruments instead of one ETF

@StrongOneYT 3 месяца назад

Thats what I am tryinbg to figure out

@maxpocock492 4 месяца назад

HI Nicholas, great video, thanks so much for sharing! I have followed step by step and got the point where my bot is now up and running paper trading in alpaca - only thing is it's not really doing anything yet? is this normal or have i missed something?

@jennykrul 15 дней назад

hope am welcome to this wonderful channel, enjoy the teaching

@mocabeentrill 5 месяцев назад

You're incredible. Well done

@NicholasRenotte 5 месяцев назад

Thanks so much 🙏

@investorscavern 5 месяцев назад

Welcome back! All the way from South Africa!

@NicholasRenotte 4 месяца назад

Ayyyy thanks so much!!

@kevinspaeth5895 5 месяцев назад

Thanks for the awesome video. I am having some problems with my authentication, but I have submitted a request into Alpaca to figure this out. I can not wait to run this on my paper account! Very cool. Thanks for putting this together! I would think that having the program allow an individual stock to be named at the start of running the program would be cool. Thoughts?

@NicholasRenotte 5 месяцев назад

Definitely! It’s easy enough to spin it up for other symbols. I think I might do another video with some other symbols/asset classes soon.

@jameswhitaker4357 3 месяца назад

For Mac users, what do you recommend to run Python for projects like these? Cloud client or desktop? Which one?

@jennypeon 3 месяца назад

What video of yours should I watch first as an absolute beginner? Do you have an order you recommend?

@carlosvelez3243 5 месяцев назад

So the ML component is for new sentiment? Can a reinforcement learning ML be used on previously closed bars to make the bot a bit more predictive, based on a indicator? For example, the bot looks at where the price is relative to the Kijun-Sen (Baseline) with a lookback period of 8. The bot would place a random trade of short or long, get rewarded for every increase of X amount, and get penalized for every decrease of X amount. There should also be a reward for closing a position, a second reward if closing made it money, and a penalty if it lost money. The goal of the bot is to figure out what is the likelihood that you would make money if you went long or short at this moment in time, with respect to where the price is to this indicator.

@NicholasRenotte 5 месяцев назад

Yep! Could definitely use RL for that it just takes a bunch of time to train, I did it in another video but never integrated it as fully as this.

@mvee3288 3 месяца назад

@@NicholasRenottewhat video can is this in

@g.s.3389 5 месяцев назад

I think that the ML part can be extrapolated and run on all the stocks in last 5 days to find which are the stocks with positive sentiment and focus on them instead of the opposite. which is what traders do going to the news in the morning before starting to look at the markets....

@NicholasRenotte 5 месяцев назад

Oh so find stocks with positive sentiment and invest in those?

@g.s.3389 5 месяцев назад

@@NicholasRenotte could be an idea....

@nicholassilva147 3 месяца назад

This is so much to try to understand for a noob

@frankdearr2772 5 месяцев назад

Great thanks 👍

@coricabell6696 4 месяца назад

Hi Nicholas, will your code work in Thinkorswim platform or what broker is compatible with your code?

@NicholasRenotte 4 месяца назад

Looks like it works with these brokers: lumibot.lumiwealth.com/brokers.html

@Nanas82 4 месяца назад

This is so exciting. Thank you. Noob's question : How is the tearsheet generated ? I didn't notie it in the code.

@g.s.3389 4 месяца назад

question: why did you use pytorch and tokenizer to use the transformer when from tranformers you could just use pipeline?

@robinchriqui2407 5 месяцев назад

Good job thanks!

@NicholasRenotte 5 месяцев назад

Cheers Robin! Glad you liked it!

@Machiuka 5 месяцев назад

Awesome tutorial!

@NicholasRenotte 5 месяцев назад

Thanks so much @Machiuka!!

@peralser 5 месяцев назад

You are the Messi of the programmers!!! Thanks for building it and sharing it!!

@NicholasRenotte 5 месяцев назад

Ayyy thanks so much, if only my football was close as well 😅

@tvnkap4291 4 месяца назад

Very good video bro, can i use this code in MetaTrader 5?

@smanqele 3 месяца назад

I'm a developer myself, but I'll get my 14 year old to start with a project like this since he dreams of being BIG in active trading/investment. New sub here!

@zaytradellc 4 месяца назад

Hey first day here subbed ❤ how can i use dmi indictor to act as the cot repoert in python

@hboivin2 5 месяцев назад

Nice video and explanations. I am not able to install Trensflow on my computer; I receive an error. Do you have a video for Windows users?

@Dr_Girthly_Baggington 5 месяцев назад

Respect to you son, i have wanted to do this for a long time but i dont have the skill in coding,. I will follow and copy you. If i become wealthy... I WILL send you a percentage... Thank you for your time and mind.

@NicholasRenotte 5 месяцев назад

Let me know how you go!! Looking forward to it 🙏

@Soonicx1 4 месяца назад

How are you doing right now?

@Dr_Girthly_Baggington 4 месяца назад

bad news... I killed the system i built it on and had to format the partition lol and also sadly my mum has been ill, in hospital and all sorts so i have not had the time to re build. Now you have reminded me I will do it this evening if i can. I rally liked it before i killed it...@@Soonicx1

@hichemmh6065 4 месяца назад

Excellent I have an idea, the next video demonstrating real-time violence detection using YOLOv8 or another advanced model. Explore its capabilities to enhance security and prevention in various scenarios. and thank you

@willowkonrad8893 4 месяца назад

Hi interesting video. A quick question for anyone who has the time. This is the first Ive heard about alpaca, For some reason I thought that it is a broker in the states. My question is, if someone builds a bot with this api, my take is, with not much effort the bot can be used to trade through mt4, mt5, ctrader, ninja trader and others, then it can be used with any broker that offers access using any of the mentioned trading platforms. If so that sounds more practical than learning a whole bunch of api's Did I get that rightly cheers, and thanks for sharing you code.

@actorjohanmatsfredkarlsson2293 4 месяца назад

Hi there,. Great video. What version of alpaca_trade_api do you use, because the I use the alpaca-trade-api==0.26 and it doesn't seem to have the get_news method. Or am I missing something?

@user-uq8sv5mt3h 4 месяца назад

Getting similar error

@edwardbradshaw6850 5 месяцев назад

You should revisit this and figure out what you could do to stop that big fall, like surely there's a decent strategy to do that. If you can generate that much it's just a matter of figuring out how you can hold onto that. My first thought is surely there's an indicator that this part in the chart/market signaled on a long time frame that it could have taken account of

@NicholasRenotte 5 месяцев назад

Agreed I didn’t want to overly fit the strategy to handle that but I was thinking a trailing stop loss could’ve saved us there.

@TheMarcusviniciusm 2 месяца назад

good work congratulaition

@TheInvestmentThesis 5 месяцев назад

Interesting project! I appreciate you explaining it with diagrams too! ❤ Yet again, live coding doesn’t reflect the true problem solving process which should take much longer and with a lot more struggles😅 it’s a nice experience anyway

@NicholasRenotte 5 месяцев назад

I don’t know how I can package four weeks of crying over my keyboard into one video 😅 haha thanks a mil man, glad you enjoyed it!!

@kennydubroff7772 4 месяца назад

@@NicholasRenottea picture is worth a thousand words. An imprint of QWERTY on one’s forehead explains any coding task

@NicholasRenotte 4 месяца назад

@@kennydubroff7772 LOL mechanical keyboards are rough to sleep on

@kennydubroff7772 4 месяца назад

@@NicholasRenotte also to repeatedly bang your head against

@TracySnell Месяц назад

@@NicholasRenotte Add a bonus 1000x timelapse clip!

@rickytickytavee 4 месяца назад

Would you mind outlining the reasearch you did/resources you looked at to build this for those who want to start looking more into this type of stuff?

@schleepco 4 месяца назад

im having issues with installing Lumibot. metadata is having issue generating. i've upgraded pip tools to no avail. im using python 3.12.1 on mac could it be a compatibility issue?

@cammycross6861 Месяц назад

do you have a video that explains coding for someone just starting

@Fraunzi 5 месяцев назад

Please make more of these types of videos, so cool!

@NicholasRenotte 5 месяцев назад

Trading vids or AI vids or both?!

@OmarASDpouloulou 5 месяцев назад

@@NicholasRenotte BOTH Please !

@Fraunzi 4 месяца назад

Trading vids please and btw your skills are unmatched, keep up the awesome work!@@NicholasRenotte

@llaw176 5 месяцев назад

hey i was wondering how reliable you think a bot like this can be? would you use this sort of bot for trading? & can it work on any stock option?

@NicholasRenotte 5 месяцев назад

I’ll never be 100% confident until I use it to trade live (which I’m going to be doing soon!)

@Julian_Bristol 3 месяца назад

I tried this. I have some issues with it. For one, it seems that it "makes trades" but it never actually does. So some of those trades that it says it does don't ever happen. But still it is displayed on the breakdown like it has. For instance look at March 11th, 2020. It says that a buy was placed that day but looking into the code, the sentiment ai is neutral so a trade never actually occurs. Why do you think this is? I tried to implement some fixes like checking the number of stocks we currently have purchased, and doing so, I found that it makes significantly less trades than it states. Nonetheless, this is a great build and when the sentiment ai part is used in conjunction with a more robust ai that is trained on the buying and selling trends, this could be a big deal