Python Sentiment Dashboard Roadmap

Stage 1 - Learn Python (Syntax, Libraries, OOP)
Stage 2 - Study NLP (NLTK, spaCy Basics)
Stage 3 - Data Collection (APIs, Web Scraping)
Stage 4 - Sentiment Analysis (Text Classification Models)
Stage 5 - Add Visualization (Plotly, Dash)
Stage 6 - Create Alert System (Notifications)
Stage 7 - Build Dashboard (Streamlit/Flask)
Stage 8 - Deploy (Cloud Hosting)

🏆 – Python Sentiment Dashboard

Python Web Scraping Framework Roadmap

Stage 1 - Python Basics (HTML Parsing, File I/O)
Stage 2 - Scraping Basics (Scrapy, BeautifulSoup)
Stage 3 - Dynamic Pages (Selenium Setup)
Stage 4 - Proxy Rotation (Avoid Blocking)
Stage 5 - Scheduling (Scrapy Scheduler, Celery)
Stage 6 - Data Cleaning (Pandas for Structuring)
Stage 7 - Export Formats (JSON, CSV, Databases)
Stage 8 - Large-Scale Scraping (Distributed Systems)

🏆 – Python Web Scraping Framework

Python AI Product Recommendation Roadmap

Stage 1 - Learn Python (Syntax, OOP, Libraries)
Stage 2 - Data Handling (Pandas, SQL, APIs)
Stage 3 - Study Recommendation Algorithms (Collaborative, Content-Based)
Stage 4 - Implement Models (Scikit-learn, TensorFlow)
Stage 5 - Create Real-Time API (Flask/Django)
Stage 6 - Build Dashboard (Frontend Integration)
Stage 7 - Test & Tune Models (A/B Testing)
Stage 8 - Deploy (Cloud Hosting, Monitoring)

🏆 – Python AI Product Recommendation

Python CSV to Database Converter Roadmap

Stage 1 - Python Basics (File Parsing, SQL Concepts)
Stage 2 - CSV Parsing (Pandas Basics)
Stage 3 - DB Integration (SQLAlchemy Setup)
Stage 4 - Data Type Mapping (Auto Detection)
Stage 5 - Error Handling (Validation, Chunking)
Stage 6 - Custom Mapping (Manual Overrides)
Stage 7 - Table Operations (Create, Append Logic)
Stage 8 - Performance Optimization (Large File Support)

🏆 – Python Database Converter

Python API Data Aggregator Roadmap

Stage 1 - Python Basics (OOP, File Handling)
Stage 2 - API Requests (Requests Library)
Stage 3 - Data Cleaning (Pandas for Normalization)
Stage 4 - Multi-Source Aggregation (Merge APIs Data)
Stage 5 - Error Handling (Retry Logic, Logging)
Stage 6 - Scheduling (Cron or APScheduler)
Stage 7 - Output Options (CSV, JSON, SQLAlchemy)
Stage 8 - Integration Tests (Mock APIs, Validation)

🏆 – Python API Data Aggregator

Python Game State Visualizer Roadmap

Stage 1 - Python Basics (OOP, Data Structures)
Stage 2 - Game State Management (State Machines)
Stage 3 - Visualization (Matplotlib, Pygame)
Stage 4 - Time Tracking (Timestamps, Logs)
Stage 5 - User Interaction (Tkinter, PyQt)
Stage 6 - Animation (Transitions, Changes)
Stage 7 - Export Data (CSV, JSON)
Stage 8 - Optimization (Efficient Rendering)

🏆 – Python Game State Visualizer

Python Data Integration Platform Roadmap

Stage 1 - Python Basics (OOP, File I/O)
Stage 2 - Source Connections (DBs, APIs, Files)
Stage 3 - Data Flows (Apache Airflow Basics)
Stage 4 - Transformations (Pandas Mapping)
Stage 5 - Error Handling (Validation, Retries)
Stage 6 - Scheduling (Airflow DAGs)
Stage 7 - Lineage Tracking (Metadata Logs)
Stage 8 - Integration (Incremental Data Sync)

🏆 – Python Data Integration Platform

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