Data Science Roadmap
Chapter 1: Introduction to Data Science
- 1.1 Data Scientist vs Data Analyst vs Data Engineer
- 1.2 The Right AI Assistant for Data Scientists (To be written!)
- 1.3 Using Google Colab
- 1.4 Introduction to Command Line (Unix/Linux)
- 1.5 Version Control: GitHub
- 1.6 Visual Studio Code Setup
- 1.7 Getting Started with LinkedIn
- 1.8 Building Your Online Presence: GitHub and Kaggle Portfolio
- 1.9 Visual Studio Code Editor
- 1.10 More to be added ... (To be written!)
Chapter 2: Build a Strong Foundation
Chapter 3: Data Manipulation and Visualization
- 3.1 Exploratory Data Analysis for Machine Learning
- 3.2 Data Visualization (To be written!)
- 3.3 Handling Imbalanced Data
- 3.4 Dimensionality Reduction
- 3.5 More to be added ... (To be written!)
Chapter 4: Machine Learning Fundamentals
- 4.1 Supervised Learning (To be written!)
- 4.2 Unsupervised Learning (To be written!)
- 4.3 Reinforcement Learning
- 4.4 More to be added ... (To be written!)
Chapter 5: SQL and Databases
- 5.1 SQL Basics (To be written!)
- 5.2 NoSQL Basics (To be written!)
- 5.3 More to be added ... (To be written!)
Chapter 6: Deep Learning
- 6.1 Basics of Deep Learning (To be written!)
- 6.2 PyTorch (To be written!)
- 6.3 Phase Transitions in Recurrent Neural Networks (RNN): A Statistical Physics Perspective
- 6.4 More to be added ... (To be written!)
Chapter 7: Specialized Topics
- 7.1 Natural Language Processing (To be written!)
- 7.2 Time Series (To be written!)
- 7.3 Cloud Computing (To be written!)
- 7.4 Generative AI (To be written!)
- 7.5 Scalable ML & MLOps (To be written!)
- 7.6 More to be added ... (To be written!)
Chapter 8: Real-World Projects
- 8.1 Exploratory Data Analysis (To be written!)
- 8.2 Predictive Modeling (To be written!)
- 8.3 Data Engineering (To be written!)
- 8.4 Django End-to-End Application (To be written!)
- 8.5 Kaggle Competitions (To be written!)
- 8.6 Contribute to Open-Source Projects (To be written!)
- 8.7 Publish Papers (To be written!)
- 8.8 More to be added ... (To be written!)
Chapter 9: Develop Industry-Specific Knowledge
- 9.1 Healthcare (To be written!)
- 9.2 Finance (To be written!)
- 9.3 Retail and E-commerce (To be written!)
- 9.4 More to be added ... (To be written!)
Chapter 10: Build Your Portfolio and Online Presence
- 10.1 Portfolio Projects (To be written!)
- 10.2 More to be added ... (To be written!)
Chapter 11: Prepare for Job Applications
- 11.1 Resume (To be written!)
- 11.2 Interview Preparation (To be written!)
- 11.3 Soft Skills (To be written!)
- 11.4 More to be added ... (To be written!)