AI & Machine Learning Specialization

AI and Data Fundamentals

This milestone takes absolute beginners and early-career developers on a structured path from “Hello, Python!” to confidently building data-driven applications.

AI & Machine Learning Specialization

Machine Learning

This journey immerses you in the full spectrum of machine-learning practice from grasping AI’s foundations to deploying real-world predictive and recommendation systems.

AI & Machine Learning Specialization

Deep Learning: From Neural Networks to GPTs

This journey lifts you from the basics of artificial neural network math to state-of-the-art Transformer architectures, the same family of models that powers today’s GPTs.

AI & Machine Learning Specialization

Generative AI, LLMs & Agentic Systems

This journey takes you from the first principles of text-generation to building full-stack agentic applications. You’ll explore generative models, dive deep into transformers and LLMs, master prompt-engineering, and see how retrieval-augmented generation (RAG) grounds outputs in real-world knowledge

AI & Machine Learning Specialization

Machine Learning Operations (MLOps)

This milestone equips you with the mindset, tools, and patterns needed to deliver machine-learning models at scale. You’ll begin by unpacking MLOps fundamentals, why automation, versioning, and collaboration are essential, then build cloud-native pipelines with Kubeflow, Vertex AI, and Cloud Build.

AI & Machine Learning Specialization

Employability Kit

A practical, job-ready “Employability Kit” that builds core workplace communication, presentation, CV, interview, and business etiquette skills. Learners practice through mini-projects and leave with templates and artifacts they can use immediately.