Stock-price-prediction-using-GAN: Predict Stock Prices
From the repo · “In this project, we will compare two algorithms for stock prediction. First, we will utilize the Long Short Term Memory(LSTM) network to do the Stock Market Prediction. LSTM is a powerful method that is capable of learning order dependence in sequence prediction problems. Furthermore, we will utilize Generative Adversarial Network(GAN) to make the prediction. LSTM will be used as a generator, and CNN as a discriminator. In addition, Natural Language Processing(NLP) will also be used in this project to analyze the influence of News on stock prices.”
This tool uses LSTM and GAN algorithms to predict stock market prices, allowing startup founders in finance to make data-driven decisions
- •When you need to analyze the impact of news on stock prices
- •When you want to compare the performance of LSTM and GAN algorithms for stock market prediction
- •When you need to generate predictions for stock prices based on historical data
Run the following command in the Jupyter Notebook: `python Stock_Prediction_LSTM.py --stock_symbol AAPL --time_period 2020-2022` to predict the stock prices for Apple (AAPL) from 2020 to 2022
Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.
Installs with a command or two; your AI agent can do it for you.
mkdir -p ~/.claude/skills/stock-price-prediction-using-gan && curl -fsSL https://workflowstacks.com/api/skills/stock-price-prediction-using-gan/claude-skill -o ~/.claude/skills/stock-price-prediction-using-gan/SKILL.mdOpens the app with this repo with the prompt ready to go — no copy-paste needed.
What's inside — free to inspect
Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.
Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.
Installs with a command or two; your AI agent can do it for you.
mkdir -p ~/.claude/skills/stock-price-prediction-using-gan && curl -fsSL https://workflowstacks.com/api/skills/stock-price-prediction-using-gan/claude-skill -o ~/.claude/skills/stock-price-prediction-using-gan/SKILL.mdOpens the app with this repo with the prompt ready to go — no copy-paste needed.
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