| 1 |
Onboarding |
No |
Onboarding Slides |
| 2 |
Data science framework & Tools |
No |
Framework & Tools Slides |
| 3 |
Introduction to Python and Setup |
Yes |
Notebook |
| 4 |
Basic Python Syntax and Data Types |
Yes |
Notebook |
| 5 |
Data Structures |
Yes |
Notebook |
| 6 |
Control Flow and Loops |
Yes |
Notebook |
| 7 |
Functions and Modules |
Yes |
Notebook |
| 8 |
Error Handling and File I/O |
Yes |
Notebook |
| 9 |
Object-Oriented Programming |
Yes |
Notebook |
| 10 |
Version Control(GIT+Github) |
Yes |
Notebook |
| 11 |
Database 1 |
|
Folder |
| 12 |
Database 2 |
|
Folder |
| 13 |
Numpy |
Yes |
Notebook |
| 14 |
Pandas |
Yes |
Notebook |
| 15 |
Matplotlib |
Yes |
Notebook |
| 16 |
Sales Analysis |
No |
Notebook |
| 17 |
Plotly |
Yes |
Notebook |
| 18 |
Geoplotting using Folium |
Yes |
Notebook |
| 19 |
Streamlit |
Yes |
Notebook |
| 20 |
End to end data analysis project |
Yes |
Notebook |
| 21 |
Introduction to Machine Learning |
No |
Notebook |
| 22 |
Supervised Learning: Regression |
Yes |
Notebook |
| 23 |
Supervised Learning: Classification |
Yes |
Notebook |
| 24 |
Unsupervised Learning |
|
Notebook |
| 25 |
Unsupervised Learning (Real-world Applications) |
Yes |
Notebook |
| 26 |
End to end machine learning project |
Yes |
Notebook |
| 27 |
Introduction to Deep Learning |
No |
Notebook |
| 28 |
Simple feedforward neural network |
Yes |
Notebook |
| 29 |
Convolutional Neural Networks (CNNs) |
Yes |
Notebook |
| 30 |
Natural Language Processing (Transformers and the Hugging Face) |
Yes |
Notebook |
| 31 |
Final Assignment Guidelines |
Yes |
Notebook |