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Course materials for the ML workshop: Empowering Insight – Mastering Data Analysis & Machine Learning with Python.

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Empowering Insight: Mastering Data Analysis & Machine Learning with Python

Welcome to our ML workshop! This series is designed to give you hands-on experience with data analysis and machine learning using Python. You'll explore real datasets, write code in live sessions, and build models that reflect real-world problems.


Workshop Format

Each session is structured for both learning and doing:

  • Lecture: 20–30 minutes
  • Break: 10 minutes (in the middle)
  • Live Coding: Remainder of the session

Everyone is expected to actively participate during the coding part!


Tools & Setup

We’ll be using Google Colab for live coding — no installation required!

🔗 You just need a Google account to access Colab notebooks.
If you're offline or prefer local development, Jupyter Notebook works too.

If using Jupyter locally, install:

pip install numpy pandas matplotlib scikit-learn

Not Familiar with Notebooks?

No problem! Start here:
📘 Intro to Notebooks & Colab (3 min)


Weekly Content

Week Topic
✅ Week 1 Data Analysis & Visualization
✅ Week 2 Regression Models
🔄 Week 4 Clustering
🔄 Week 5 Deep Learning

Before Session 1

  • Make sure you can open Google Colab (Gmail required)
  • If using Jupyter, install the required packages
  • Have your laptop open and ready during the session
  • Be prepared to explore, code, and collaborate!

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Course materials for the ML workshop: Empowering Insight – Mastering Data Analysis & Machine Learning with Python.

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