AI/ML Job-Ready Weekend Course (2025 Edition)

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About Course

AI/ML Job-Ready Weekend Course (2025 Edition)
Weekend 0: IT & Computer Fundamentals (15 hrs)
Goal: Build digital literacy, environment setup, and basic coding skills.
 – Modern Computing Environment: Linux, WSL2, VS Code, Python environments,
Jupyter/Colab/Kaggle.
 – Networking & Internet Basics: APIs, JSON, HTTP requests, REST fundamentals.
 – Programming Fundamentals: Python syntax, OOP basics, modular functions.
 – Data & Databases: SQL + NoSQL concepts, Pandas integration.
 – Version Control & Collaboration: Git branching, pull requests, GitHub Actions.
 – Hands-On Lab: Create & push Python project to GitHub, make API call.

Course Content

Weekend 0: IT & Computer Fundamentals (15 hrs)
Goal: Build digital literacy, environment setup, and basic coding skills.

  • Modern Computing Environment (3 hrs)
  • Networking & Internet Basics (2 hrs)
  • Programming Fundamentals (4 hrs)
  • Data & Databases (2 hrs)
  • Version Control & Collaboration (2 hrs)
  • Hands-On Lab (2 hrs)

Weekend 1: Python for Data & ML Foundations (15 hrs)
Goal: Build Python, data, and math foundations for ML

Weekend 2: Core Machine Learning Algorithms (15 hrs)
Goal: Build hands-on skills with classical ML algorithms.

Weekend 3: Deep Learning Foundations (15 hrs)
Goal: Understand and implement deep learning models.

Weekend 4: Applied AI Domains (15 hrs)
Goal: Get exposure to real-world AI applications.

Weekend 5: MLOps, Generative AI & Deployment (15 hrs)
Goal: Learn real-world deployment and AI integration.

Weekend 6: Portfolio, Resume, and Career Prep (15 hrs)
Goal: Showcase real skills and prepare for interviews.