| Day | Topic | Assignment | Files |
|---|---|---|---|
| 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 |
joy879 / africa-data-school-curriculum Goto Github PK
View Code? Open in Web Editor NEWThis project forked from heytec/africa-data-school-curriculum
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent