APEX Educational Institute

AI & Machine Learning Engineering Course Online

The deeper AI career path. Learn Python, math and statistics, machine learning, deep learning, transformers and LLMs, then fine-tuning, evaluation, observability and AI security, ending with RAG, agents and MCP.

24 weeks Beginner to AdvancedOnline LiveRecorded Course

What You Will Learn

  1. Module 1

    Python & Math

    • Python
    • Statistics
    • Probability
    • Linear algebra
  2. Module 2

    Machine Learning

    • Regression and classification
    • Ensembles
    • Clustering
    • Model evaluation
  3. Module 3

    Deep Learning

    • Neural networks
    • CNNs
    • Transformers
  4. Module 4

    LLMs

    • Prompting
    • Embeddings
    • Vector databases
    • RAG
  5. Module 5

    Advanced

    • Fine-tuning
    • Evaluation
    • Observability
    • AI security
  6. Module 6

    Agents & Capstone

    • Tool calling
    • AI agents
    • MCP
    • Capstone

What You Practice

  • Weekly hands-on labs with real LLM APIs
  • Build a RAG or agent mini project every module
  • Capstone AI application with demo video
  • Mock interviews and portfolio review

How You Are Graded

  • Assignments: 30%
  • Mini projects: 30%
  • Capstone project: 30%
  • Attendance & participation: 10%
  • Grades: A+ (90+), A (75+), B (60+), C (50+)

Track marks, rank and feedback live in your student portal.

Outcomes

  • Train and evaluate ML and deep learning models
  • Fine-tune and evaluate LLMs
  • Build complete AI systems end to end

Free Tutorials to Get Started

FAQs

How much maths is needed?

School-level maths is enough to start. Statistics, probability and linear algebra are taught in the course.

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