AI Engineer
Learn to build LLM applications, retrieve relevant information, and develop agents that use tools safely.
Build reliable LLM applications, test their answers, manage costs, and explain your design decisions.
Python for Data Work
Turn Python records into trustworthy, analysis-ready tables with NumPy and pandas.
Jump to a phase 4 phases
Build the engineering foundation
8 courses
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Build the engineering foundation
8 courses
Start with Python, probability, and classical ML before building AI applications.
Learn the concepts
- AI & Machine LearningSuggested nextPython for Data Work
- AI & Machine LearningProbability and Statistical Reasoning
- AI & Machine LearningClassical Machine Learning
- AI & Machine LearningSoftware Engineering for AI Applications
- AlgorithmsBig-O Notation
- AlgorithmsArrays
- AlgorithmsStrings
- AlgorithmsHash Tables and Sets
Understand the model and build retrieval
3 courses · 4 practice activities
AI-assisted Coding includedView phaseHide phase
Understand the model and build retrieval
3 courses · 4 practice activities
AI-assisted Coding includedLearn how neural networks and language models work, then build and evaluate a retrieval pipeline.
Learn the concepts
- AI & Machine LearningDeep Learning Foundations
- AI & Machine LearningLLM Foundations
- AI & Machine LearningRAG and Retrieval Systems
Put it into practice
Add tools, evaluation, and system design
4 courses · 8 practice activities
AI-assisted Coding includedView phaseHide phase
Add tools, evaluation, and system design
4 courses · 8 practice activities
AI-assisted Coding includedBuild agents with tools and safeguards, test their behaviour, and design the system around user needs.
Learn the concepts
- AI & Machine LearningAgents and Tool Use
- AI & Machine LearningEvaluating and Monitoring LLM Applications
- AI & Machine LearningApplied AI System Design
- AI & Machine LearningAI Security, Safety, and Privacy
Put it into practice
Go deeper into training and inference
4 courses · 4 practice activities
AI-assisted Coding includedView phaseHide phase
Go deeper into training and inference
4 courses · 4 practice activities
AI-assisted Coding includedLearn how models are trained, adapted, and served, including models that work with images and text.
Learn the concepts
- AI & Machine LearningLLM Training, Data, and Scaling
- AI & Machine LearningPost-training and Alignment
- AI & Machine LearningLLM Serving and Inference Economics
- AI & Machine LearningMultimodal Models