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π Empower_AI: Your Comprehensive Investment Companion π±
Empower_AI is designed to break down barriers to stock market investments and promote renewable energy investments in India. With advanced AI analysis, we make complex financial decisions simpler, smarter, and more accessible to all.
Empower_AI (Checkout our website) https://kprit-hackathon-o25h.vercel.app/
Empower_AI: powered by intel oneAPI https://huggingface.co/spaces/muskangoyal06/Investo_AI (Deployed on hugging face)
The Problem We're Solving
India has a low participation rate in stock market investments, with only 3% of the population involved, far behind countries like the USA and China.
This is due to:
- Perceived complexity of stock markets.
- Limited awareness of investment options.
- Apprehension towards market volatility.
At the same time, India's renewable energy sector is in dire need of more investment to meet environmental and energy demands, but faces challenges such as:
- Regulatory uncertainties.
- Financial constraints.
Our Solution & Key Features
π‘ Sentiment Analysis
Empower_AI uses public sentiment to guide investors through market mood shifts that can impact stock prices.
π Technical & Fundamental Analysis
- Technical Analysis: Uses historical data to predict stock price movements.
- Fundamental Analysis: Evaluates revenue, profit, and market capitalization for an informed approach.
π Recommendation & Data Visualization
Provides clear buy, sell, or hold recommendations, visualized for easy decision-making.
Why Choose Empower_AI?
π Simplified Data Analysis
We turn complex data into actionable insights. Empower yourself to make informed choices without being bogged down by complicated metrics.
π― Accuracy
Unlike traditional platforms that rely on a few expert opinions, Empower_AI leverages thousands of datasets to deliver more precise recommendations.
π± Recognizing the Unrecognized
We specialize in uncovering hidden opportunities in renewable energy stocks, identifying promising investments that others might overlook.
Tech Stack
Intel OneAPI AI Analytics Toolkit: Optimizes machine learning and numerical computations, especially for large datasets and performance-intensive tasks like technical analysis.
One DAAL: intel data analytics library for analysis of stocks
Python: Core programming language used to build the entire backend logic and data handling of the web app.
Streamlit: Provides the interactive and user-friendly interface, enabling the creation of a web app dashboard for stock analysis.
Yahoo Finance API: Fetches real-time stock market data, such as price history, fundamental data (like P/E ratio, earnings), and other key metrics for analysis.
Transformers (Hugging Face): Powers the app's natural language processing tasks, enabling advanced models to assist with sentiment analysis if needed.
Pandas: Used for handling and manipulating stock data, providing efficient ways to clean, analyze, and visualize data.
NumPy: Supports mathematical operations, including array manipulation and numerical analysis for technical stock metrics.
Torch (PyTorch): Deep learning framework used for complex machine learning models, allowing for predictions and more advanced computations.
virtualenv: Isolates the Python environment, ensuring that all dependencies and packages are managed cleanly, avoiding conflicts.