Introduction to Python
Advance Python Concepts
NumPy (Expanded Library Coverage)
Pandas (Expanded Library Coverage)
Data Visualization
Machine Learning with Scikit-learn (Expanded Library Coverage)
Case Studies and Projects
Python fundamentals & Further exploration of Python basics
List Comprehension and Generators
Object-Oriented Programming (OOPs)
Decorators and Metaclasses
Arrays and Array Operations
Array Indexing and Slicing
Broadcasting and Vectorization
Mathematical Functions and Linear Algebra
Array Manipulation and Reshaping
Pandas Data Structures
Data Transformation and Manipulation
Data Cleaning and Preprocessing
Joining, Merging, and Reshaping
Advanced Matplotlib Techniques
Seaborn for Statistical Visualization
Plotly for Interactive Visualizations
Geospatial Data Analysis
Linear Regression
Logistic Regression
SVM, Decision Tree, Random Forest
Unsupervised Learning
Model Validation Techniques
Hyperparameter Tuning and Model Selection
House Rent Prediction
Heart Disease Prediction
Customer Segmentation