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AI & Applied Machine Learning

From machine-learning foundations to modern LLM applications.

Overview

What you'll learn

Build a solid understanding of machine learning, then apply it: train and evaluate models, work with deep learning and large language models, and deploy AI features behind APIs in real applications.

  • Train and evaluate machine-learning models
  • Build applications with large language models
  • Deploy models behind production-style APIs
  • Apply responsible-AI practices
AI & Applied Machine Learning
Curriculum

12 weeks, step by step.

Live instructor-led sessions, graded exercises and weekly mentor reviews throughout.

  1. Weeks 1–2

    Python & maths for ML

    NumPy, Pandas, linear algebra and probability essentials.

  2. Weeks 3–5

    Machine learning

    Regression, classification, clustering and model evaluation with scikit-learn.

  3. Weeks 6–7

    Deep learning

    Neural networks, PyTorch basics, NLP and computer vision introductions.

  4. Weeks 8–9

    LLM workflows

    Prompting, embeddings, retrieval-augmented generation and evaluation.

  5. Week 10

    Deployment

    Serving models with FastAPI, Docker and responsible-AI practices.

  6. Weeks 11–12

    Capstone

    Build and deploy an applied AI project; portfolio review.

Projects you'll build
  • Prediction model for a real dataset
  • Document question-answering with retrieval (RAG)
  • AI capstone deployed behind an API
Who it's for
  • Developers and graduates with some Python experience
  • Data analysts moving into machine learning
  • Professionals who want to build AI-powered products

Prerequisites: Basic Python. High-school mathematics is enough to start.

Tools & technologies

What you'll work with.

Apply

Apply for AI & Applied Machine Learning.

Tell us a little about yourself. Our team replies within one business day with batch dates and next steps.

ProgramAI & Applied Machine Learning · 12 weeks
FAQ

Questions we hear often.

Are sessions live or recorded?

Core sessions are live, with recordings provided. Mentoring, code reviews and capstone work are always live so feedback is meaningful.

Do I get a certificate?

Yes. Learners who complete the program, submit the capstone and pass the final evaluation receive a verifiable certificate of completion.

Will you help me get placed?

We don't make blanket guarantees, but we offer portfolio reviews, mock interviews and access to our hiring partner network for learners who meet our performance bar.

Can I join as an intern?

Yes. Internships of 8 to 24 weeks are available on these tracks — choose "Internship" on the application form.

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