About Course

Overview

The Caltech AI & Machine Learning Bootcamp is an intensive, hands-on program designed to help learners master Artificial Intelligence (AI) and Machine Learning (ML) through industry-focused projects, mentorship, and advanced curriculum. Powered by Caltech’s academic excellence and guided by industry experts, this bootcamp equips participants with the skills to solve complex real-world problems, design intelligent systems, and stay ahead in the rapidly evolving AI-driven job market.

Key highlights include:

  • Collaboration with Caltech faculty and global AI practitioners.

  • Real-world capstone projects and industry case studies.

  • Career support with resume building, mock interviews, and job placement guidance.

  • Hands-on experience with Python, TensorFlow, PyTorch, Scikit-learn, and other top AI/ML tools.


Course Details

  • Duration: Typically 6–9 months (part-time, online or hybrid learning).

  • Format: Instructor-led live classes + self-paced learning + industry projects.

  • Mode: Online/Hybrid with virtual labs.

  • Level: Beginner to Advanced (progressive learning approach).

  • Certification: Upon completion, participants earn a Caltech AI & Machine Learning Bootcamp Certificate.

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What Will You Learn?

  • Build and deploy machine learning models from scratch.
  • Use deep learning frameworks like TensorFlow and PyTorch.
  • Develop NLP and computer vision applications.
  • Analyze datasets, derive insights, and automate decision-making.
  • Apply AI solutions across industries such as finance, healthcare, e-commerce, and technology.
  • Present AI/ML projects confidently to employers with a strong portfolio.

Course Content

Introduction to AI & ML

  • What is AI? What is ML? Differences and applications.
  • Evolution and real-world use cases.

Python for AI & ML

Mathematics & Statistics for ML

Machine Learning Foundations

Deep Learning

Natural Language Processing (NLP)

Computer Vision

AI in Business & Real-World Applications

Capstone Projects & Case Studies

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