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 More to be added ... (To be written!)

Chapter 2: Build a Strong Foundation

2.1 Comprehensive Python Programming for Data Science
2.2 Mathematics (To be written!)
2.3 Statistics (To be written!)
2.4 Probability (To be written!)
2.5 More to be added ... (To be written!)

Chapter 3: Data Manipulation and Visualization

3.1 Data Cleaning and Wrangling (To be written!)
3.2 Data Visualization (To be written!)
3.3 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 (To be written!)
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 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!)