AI DRIVEN STOCK MARKET ANALYSIS TOOLKIT

Intelligent Trading Toolkit with Advanced Machine Learning

🎨
Presentation Layer
User interfaces and API endpoints for seamless interaction
🖥️
Web Dashboard
Interactive trading dashboard with real-time charts, portfolio management, and comprehensive strategy analysis
React TypeScript Material-UI Chart.js WebSocket
📱
Mobile Application
Cross-platform mobile app for on-the-go market monitoring, alerts, and portfolio tracking
React Native Redux Expo Push Notifications
🔌
REST API Gateway
Secure, scalable API for data access, user management, and third-party integrations
FastAPI OpenAPI JWT Auth Rate Limiting
⚡
Real-time WebSocket
Live data streaming for market updates, alerts, and real-time notifications
Socket.IO Redis Kafka Load Balancer
🧠
Application Layer
Core business logic and AI-powered services
📊
Trading Strategy Engine
Advanced algorithmic trading with moving average strategies, backtesting, and optimization
Python TA-Lib Backtrader NumPy
🤖
ML Model Service
Volatility classification, anomaly detection, and predictive analytics using advanced ML models
TensorFlow PyTorch MLflow Scikit-learn
💬
AI Market Chatbot
Natural language processing for market queries, investment advice, and real-time assistance
NLP BERT OpenAI API Transformers
📈
Portfolio Optimizer
ML-enhanced portfolio optimization with risk management and intelligent asset allocation
CVX SciPy NumPy Pandas
🔍
Smart Stock Screener
AI-powered stock screening with fundamental analysis, technical indicators, and ML ranking
XGBoost LightGBM Feature Engineering Ensemble Methods
🚨
Anomaly Detection
Real-time market anomaly detection using statistical methods and deep learning algorithms
Isolation Forest LSTM Autoencoders One-Class SVM
⚙️
Data Processing Layer
Real-time and batch processing pipeline for market data
Data Ingestion
→
Validation
→
Feature Engineering
→
ML Processing
→
Cache & Serve
🌊
Stream Processing
Real-time data processing with low latency and high throughput for market data streams
Apache Kafka Spark Streaming Apache Flink
📦
Batch Processing
Large-scale historical data processing for model training and backtesting
Apache Spark Apache Airflow Dask
🏪
Feature Store
Centralized feature management and versioning for ML models and analytics
Feast Redis Parquet
🔄
Data Transformation
ETL pipelines for data cleaning, normalization, and technical indicator calculation
Pandas NumPy Great Expectations
🗄️
Data Storage Layer
Optimized storage solutions for different data types and access patterns
📊
Time Series Database
High-performance storage for tick-by-tick market data and historical price information
InfluxDB TimescaleDB Prometheus
📄
Document Database
Flexible storage for news articles, user profiles, and configuration data
MongoDB Elasticsearch Kibana
🔍
Vector Database
Semantic search and similarity matching for ML features and embeddings
Pinecone Weaviate FAISS
🔄
Message Queue
Asynchronous messaging and event streaming for system communication
Apache Kafka Redis RabbitMQ
🗄️
EXTERNAL DATA SOURCES
Data sources for efficient functioning of website and data processing
Alpha Vantage
Market Data API
Yahoo Finance
Stock Data API
Polygon.io
Real-time Data
NewsAPI
Financial News
Bloomberg API
Professional Data
Twitter API
Social Sentiment
Reddit API
Community Data
FRED API
Economic Data