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borisbanushev / stockpredictionai

In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Network, CNN, as a discriminator. We use LSTM for the obvious reason that we are trying to predict time series data. Why we use GAN and specifically CNN as a discriminator? That is a good question: there are special sections on that later.
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Code request #341

Open cruszkowski opened 2 years ago

cruszkowski commented 2 years ago

Hello Boris,

You requested a PR to request access to the source code so here it is.

I'm impressed with your work and want to go deeper specifically into the GAN and how you used a RL agent to tune the hyperparameters. Please let me know if there's something I can do for you in return.

Chris Ruszkowksi cruszkowski@gmail.com

dahuanwei commented 2 years ago

Hello Sir, I have examined your code carefully and I am very interested in your work. I hope I can obtain the source code for further study. If the research results come out, I will cite your results weihuan da_huan_wei@163.com

Viktor879 commented 2 years ago

Hello Sir, I am a sophomore student in NTU and I am very interested in your work! I really hope you can give me a chance to obtain the source code for further study. Please let me know if there's something I can do for you in return !! Jason

email: jasonpan24838321@gmail.com

Jim52352 commented 2 years ago

Hello Boris,

I'm a Quantitative finance and risk management, master student and currently trying to start my thesis I'm am really impressed with your work and I would to go through your work and the source code. I am interested in applying GAN in stock returns and calculate Risk Metrics in order to test and compare to the traditional methodologies. I'm looking forward to hearing from you

Dimitrios email: dkarakinaris@gmail.com

hyunjin-kim-qraft commented 2 years ago

Hi Boris,

Thanks for sharing the notebook. It is indeed a very carefully examined work. I would like to try it out myself on different equities. Could you please share the code for GAN and hyperparameter tuning? Thank you once again.

Hyun email: hyun.j.kim0216@gmail.com

10001011100010001 commented 1 year ago

Hi Boris,

that is quite an impressive piece of work. I also would kindly ask you for the source code.

Thank you With kind regards

email: faro.amini@zoho.com

AadiTiwar1 commented 1 year ago

Hi Boris,

I'm a junior in high school is interested in learning about the applications of machine learning in finance. I would really appreciate it if I could have access to the code as finding GAN's for time-series is near impossible. I will cite you whenever needed.

Thank you! Email: AadiTiwari1223@gmail.com

mxm381 commented 1 year ago

Hi Boris, don't know whether you are still active around here :)

If yes, I would be very interested in getting the code to this repository for further researches. I'm quite new into the topic of Machine Learning as I'm currently doing my B.Sc., but I'm fascinated about the topic and think I could learn a lot from your code.

Thanks in advance! Max E-Mail: maximilian@pa-na-ma.de

msenadm commented 1 year ago

Hello sir, Can you please share your code with me? Experimenting with reinforcement learning approach to stock trading and your code would be a big help. Thanks!

Senad msenadm@gmail.com

pentakillg commented 1 year ago

Hi Boris, All the things you utilized are so attractive to me. I would be very thankful to get the full code. Many thanks in advance! Best regards, Zhao 352152677@qq.com

Jetdd commented 1 year ago

Hi Boris,

Thank you so much for your creative and careful work! I am a quantitative researcher and I have a great interest in closely learning from your work after reviewing the document. Would it be possible for you to share your work? I would greatly appreciate it!

Best, Jet Email: dengzhenleih@gmail.com

luo888168 commented 1 year ago

Hi Boris, Thank you for your work! I am a student~ I would be very thankful to get the full code. Best regards LuoG Email:luo888168@gmail.com

kiranecjc commented 11 months ago

Hi Boris,

I am a student of machine learning, I am interested in the full code. Email: kiranecjc@gmail.com

Best regards, Kiran

JasonYu1028 commented 10 months ago

Hi Boris, don't know whether you are still active around here :)

If yes, I would be very interested in getting the source code and dataset to this repository for further research. I'm a CS and Finance student at the University of Waterloo and am motivated by the topic of Machine Learning. I am interested in applying GAN in stock returns and calculating Risk Metrics to test and compare to the traditional methodologies. I could learn a lot from your code. Please let me know if there's something I can do for you in return !!

Thanks in advance! Jason E-Mail: jasonyu0202@gmail.com

CaboCoco commented 10 months ago

Hi Boris,

that is quite an impressive piece of work. I also would kindly ask you for the source code, to further study.

Thank you With kind regards

email: cabococo11@gmail.com

AyaanAhmed25 commented 10 months ago

Hello Mr. Banushev, I am a High school student who is very interested in AI, I just found your work on Friday and am amazed by it! while admittedly there is some stuff like this available to us on the internet they are all simply concerned with the machine learning aspect of it and are nowhere as detailed as your work. If you could give me the source code and maybe even the data set, so I can study and better understand this further it would really mean a lot to me. Regardless thanks a lot, I learnt a lot this weekend, thank you for making this resource free and open for us all to see. Sincerely, Ayaan Ahmed(25ahmeda@tesdk12.net)

setyfree commented 9 months ago

Hi Sir,

It is an awesome piece of work. I also would kindly ask you for the source code for my further postgraduate study.

Thank you! jermy yin

email: setyfree@163.com

julien-weinstein commented 7 months ago

Hi Boris,

I'm a data science researcher at an American university. Could you send me the full code at julienw@umich.edu?

Thanks, Julien

TechnoHong commented 7 months ago

Hello Sir,

I'm truly captivated by the tools and techniques you've employed. I would greatly appreciate it if you could share the complete code with me. Thank you so much in advance!

Thanks, S.J

email: tjrwns51@gmail.com

Grasmere commented 2 months ago

Hi Boris,

Very interesting article and fascinating results. Thank you for sharing. I would be grateful to receive the complete code. Thank you!

Neil neil@rocktrustcapital.com

ArielKatzir commented 2 months ago

Hey Boris,

I got my MSc in computer science last year and I'm very interested to see how the topics I learned were used in practice so well. So thank you for sharing your work and documenting your thought process and results. I'll be trying to reproduce your results in any case but if it is no problem I would also love to see the source code.

Many thanks,

Ariel

ari.katzir@gmail.com

nitinshivaraman commented 2 months ago

Hi Boris,

Very well written article. Thanks for sharing. I would be keen to try out the code and reproduce the results. Kindly share the code. Thanks in advance!

-Nitin nitin.shivaraman@gmail.com