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AI & ML course

AI Engineer Program

Our flagship path: Python, machine learning, deep learning, LLMs and deployment, finished with a portfolio of real AI products.

6 monthsBeginner to AdvancedClassroom + Live online
AI Engineer Program illustration
Overview

Course at a glance

Duration6 months
LevelBeginner to Advanced
ModeClassroom + Live online
Career rolesAI Engineer, ML Engineer, AI Application Developer
Curriculum

What you will learn

Module by module.

Module 01Python & data foundations

Python, NumPy, Pandas, SQL, Git and clean coding habits.

Module 02Math for ML

Linear algebra, probability and statistics with code, not just formulas.

Module 03Machine learning

Regression, classification, trees, ensembles, clustering and model evaluation.

Module 04Deep learning

Neural networks, CNNs, sequence models and transfer learning with PyTorch.

Module 05Generative AI & LLMs

Prompting, embeddings, RAG, fine-tuning basics and AI agents.

Module 06MLOps & deployment

FastAPI, Docker, model monitoring and cloud deployment.

Module 07Capstone & placement prep

An end-to-end AI product, portfolio review and mock interviews.

Learning outcomes

  • Build, evaluate and deploy ML and deep learning models
  • Ship LLM apps with RAG, tools and agents
  • Package models as APIs and deploy them to the cloud
  • Present a portfolio of four production-style projects

Tools & technologies

PythonPyTorchscikit-learnLangChainFastAPIDocker
Projects

Projects you will build

Project 1

AI chatbot with memory

Built end to end, reviewed by a mentor and added to your portfolio.

Project 2

RAG document assistant

Built end to end, reviewed by a mentor and added to your portfolio.

Project 3

Image classifier web app

Built end to end, reviewed by a mentor and added to your portfolio.

Project 4

Sales forecasting dashboard

Built end to end, reviewed by a mentor and added to your portfolio.

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