Applied Data Science and Machine Learning

Hands-on training program for learning Applied Data Science and Machine Learning step by step.

Start Here

1. Complete the environment setup in SETUP.md.
2. Open the notebook and run it top to bottom.

Folder Structure

applied_ds_ml/
  README.md
  SETUP.md
  requirements.txt
  notebooks/
    day_01_data_science_lifecycle_demo.ipynb
  slides/
    SECTION_01_AI_WORLD_AND_DATA_SCIENCE.md
    SECTION_02_DATA_SCIENCE_LIFECYCLE_AND_PROJECT_FLOW.md
    SECTION_03..06 + PDFs

Day-Wise Learning Path

Day 1: Data Science Lifecycle Demo

One notebook covering the full Data Science lifecycle:

• notebooks/day_01_data_science_lifecycle_demo.ipynb

Lifecycle flow in the notebook:

1. Problem Understanding
2. Data Collection
3. Data Understanding
4. Data Cleaning
5. Exploratory Data Analysis
6. Statistics
7. Visualization
8. Feature Preparation
9. Communication and Decision

Later Days

• Day 2: Predicting numbers from data
• Day 3: Predicting categories from data
• Day 4: Improving models and finding groups
• Day 5: Neural networks and Generative AI