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Free AI Courses from AI education providers

Explore free AI courses from ai education providers, arranged by the capabilities and AI Certificate paths they support.

135 curated courses

Kaggle

Intro to Machine Learning

Free micro-course with short lessons and notebook exercises; Kaggle account required for progress.

Beginner

Kaggle

Intermediate Machine Learning

Hands-on micro-course covering missing values, categoricals, pipelines, validation, XGBoost, and leakage.

Intermediate

Kaggle

Intro to Deep Learning

Browser-based lessons and exercises using TensorFlow and Keras.

Beginner

Kaggle

Computer Vision

Free micro-course with browser notebooks and a structured lesson sequence.

Intermediate

Kaggle

Intro to AI Ethics

Structured four-hour course with practical scenarios and exercises.

Beginner

fast.ai

Practical Deep Learning for Coders

Free videos, book chapters, notebooks, Kaggle exercises, and deployment work; official page states all videos are captioned.

Intermediate

DeepLearning.AI

ChatGPT Prompt Engineering for Developers

Current page lists 9 video lessons, 7 code examples, and a PRO graded assignment.

Beginner

DeepLearning.AI

Building Systems with the ChatGPT API

Exercises and notebooks are demonstrated, but interactive labs and graded work require PRO.

Beginner

DeepLearning.AI

AI Agents in LangGraph

Official page lists 9 video lessons, 6 code examples, and one PRO graded assignment.

Intermediate

DeepLearning.AI

Multi AI Agent Systems with crewAI

Official page lists 18 video lessons, 7 code examples, and a PRO graded assignment.

Beginner

DeepLearning.AI

Evaluating AI Agents

Official page lists 15 video lessons, 6 code examples, and a PRO graded assignment.

Beginner

DeepLearning.AI

Building and Evaluating Advanced RAG

Official page lists 6 video lessons, 4 code examples, and a PRO graded assignment.

Beginner

DeepLearning.AI

Building Multimodal Search and RAG

Manually verify availability; course demonstrates multimodal search, reasoning, RAG, and recommendations.

Intermediate

Full Stack Deep Learning

Full Stack Deep Learning — 2022 Course

The official course page states that all lecture and lab material is free forever; the free self-study route does not include the cohort certificate.

Intermediate

DeepLearning.AI

Build with Andrew

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Semantic Caching for AI Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Fast Prototyping of GenAI Apps with Streamlit

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Pydantic for LLM Workflows

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building with Llama 4

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Event-Driven Agentic Document Workflows

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building AI Applications With Haystack

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Getting Started with Mistral

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Open Source Models with Hugging Face

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building an AI-Powered Game

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

How Business Thinkers Can Start Building AI Plugins With Semantic Kernel

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Building Generative AI Applications with Gradio

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

LangChain for LLM Application Development

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.1 AI Application Architecture & Integration. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Spec-Driven Development with Coding Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Gemini CLI: Code & Create with an Open-Source Agent

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Coding Agents with Tool Execution

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Jupyter AI: AI Coding in Notebooks

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Claude Code: A Highly Agentic Coding Assistant

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Code Agents with Hugging Face smolagents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Vibe Coding 101 with Replit

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Build Apps with Windsurf’s AI Coding Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

AI Python for Beginners

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Generative AI for Software Development

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Pair Programming with a Large Language Model

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.2 AI Coding & Software Engineering. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

AI Agents for Image and Video Generation

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Build Interactive Agents with Generative UI

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Live Voice Agents with Google’s ADK

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building AI Voice Agents for Production

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building AI Browser Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building toward Computer Use with Anthropic

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Introducing Multimodal Llama 3.2

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.3 Multimodal & Human-Agent Interaction. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Design, Develop, and Deploy Multi-Agent Systems with CrewAI

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.4 Agentic Workflows & Multi-Agent Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Agentic AI

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.4 Agentic Workflows & Multi-Agent Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building and Evaluating Data Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.4 Agentic Workflows & Multi-Agent Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

DSPy: Build and Optimize Agentic Apps

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.4 Agentic Workflows & Multi-Agent Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Practical Multi AI Agents and Advanced Use Cases with crewAI

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.4 Agentic Workflows & Multi-Agent Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

AI Agentic Design Patterns with AutoGen

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.4 Agentic Workflows & Multi-Agent Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

A2A: The Agent2Agent Protocol

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Agent Skills with Anthropic

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Build AI Apps with MCP Server: Working with Box Files

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Knowledge Graphs for AI Agent API Discovery

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

MCP: Build Rich-Context AI Apps with Anthropic

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Function-calling and data extraction with LLMs

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Functions, Tools and Agents with LangChain

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.5 Tools, APIs & Agent Protocols. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Agent Memory: Building Memory-Aware Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.6 Context, Memory & State. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Long-Term Agentic Memory With LangGraph

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.6 Context, Memory & State. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Build Long-Context AI Apps with Jamba

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.6 Context, Memory & State. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

LLMs as Operating Systems: Agent Memory

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.6 Context, Memory & State. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Prompt Compression and Query Optimization

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.6 Context, Memory & State. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Multi-vector Image Retrieval

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Retrieval Augmented Generation (RAG)

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Retrieval Optimization: Tokenization to Vector Quantization

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Embedding Models: from Architecture to Implementation

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Agentic RAG with LlamaIndex

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

JavaScript RAG Web Apps with LlamaIndex

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Knowledge Graphs for RAG

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Advanced Retrieval for AI with Chroma

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Applications with Vector Databases

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Vector Databases: from Embeddings to Applications

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Understanding and Applying Text Embeddings

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Large Language Models with Semantic Search

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

LangChain Chat with Your Data

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.7 RAG, Embeddings & Knowledge Systems. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Multimodal Data Pipelines

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.8 AI Data Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Document AI: From OCR to Agentic Doc Extraction

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.8 AI Data Engineering. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Agentic Knowledge Graph Construction

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.8 AI Data Engineering. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Data Analytics

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.8 AI Data Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Building Your Own Database Agent

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.8 AI Data Engineering. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Preprocessing Unstructured Data for LLM Applications

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.8 AI Data Engineering. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Getting Structured LLM Output

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.9 Prompting & Structured Interaction. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Reasoning with o1

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.9 Prompting & Structured Interaction. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Large Multimodal Model Prompting with Gemini

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.9 Prompting & Structured Interaction. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Prompt Engineering for Vision Models

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.9 Prompting & Structured Interaction. Original partner/source tier: L2; mapping status: Build AI.

Beginner

DeepLearning.AI

Prompt Engineering with Llama 2&3

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 2. AI Application & Data Engineering > 2.9 Prompting & Structured Interaction. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Fast & Efficient LLM Inference with vLLM

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.1 Model Serving & Inference Optimization. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Efficient Inference with SGLang: Text and Image Generation

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.1 Model Serving & Inference Optimization. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Quantization in Depth

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.1 Model Serving & Inference Optimization. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Efficiently Serving LLMs

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.1 Model Serving & Inference Optimization. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Quantization Fundamentals with Hugging Face

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.1 Model Serving & Inference Optimization. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Orchestrating Workflows for GenAI Applications

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.2 MLOps & Model Lifecycle Management. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Automated Testing for LLMOps

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.2 MLOps & Model Lifecycle Management. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

LLMOps

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.2 MLOps & Model Lifecycle Management. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Machine Learning in Production

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.2 MLOps & Model Lifecycle Management. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Improving Accuracy of LLM Applications

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.3 Model Evaluation & Quality. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Evaluating and Debugging Generative AI

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.3 Model Evaluation & Quality. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Fine-tuning & RL for LLMs: Intro to Post-training

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.4 Fine-Tuning, Alignment & Post-Training. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Post-training of LLMs

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.4 Fine-Tuning, Alignment & Post-Training. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Reinforcement Fine-Tuning LLMs With GRPO

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.4 Fine-Tuning, Alignment & Post-Training. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Federated Fine-tuning of LLMs with Private Data

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.4 Fine-Tuning, Alignment & Post-Training. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Reinforcement Learning From Human Feedback

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.4 Fine-Tuning, Alignment & Post-Training. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Finetuning Large Language Models

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.4 Fine-Tuning, Alignment & Post-Training. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Build and Train an LLM with JAX

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.5 Pre-Training & Distributed Training. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Intro to Federated Learning

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.5 Pre-Training & Distributed Training. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Pretraining LLMs

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.5 Pre-Training & Distributed Training. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Transformers in Practice

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.6 Model Architectures & Generative Models. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Attention in Transformers: Concepts and Code in PyTorch

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.6 Model Architectures & Generative Models. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

How Transformer LLMs Work

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.6 Model Architectures & Generative Models. Original partner/source tier: L2; mapping status: Build AI.

Beginner

DeepLearning.AI

Generative AI with Large Language Models

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.6 Model Architectures & Generative Models. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

How Diffusion Models Work

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.6 Model Architectures & Generative Models. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

PyTorch for Deep Learning

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.7 Deep Learning. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Natural Language Processing Specialization

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.7 Deep Learning. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

TensorFlow Developer Professional Certificate

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.7 Deep Learning. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Deep Learning Specialization

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.7 Deep Learning. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Mathematics for Machine Learning and Data Science

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.8 Machine Learning & Mathematical Foundations. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Machine Learning Specialization

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.8 Machine Learning & Mathematical Foundations. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

AI for Medicine

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 3. AI Platform Engineering > 3.8 Machine Learning & Mathematical Foundations. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Carbon Aware Computing for GenAI developers

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 4. AI Infrastructure & Operations > 4.1 AI Cluster Operations, Observability & Reliability. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Introduction to on-device AI

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 4. AI Infrastructure & Operations > 4.7 AI Servers, GPUs & Accelerators. Original partner/source tier: L2; mapping status: Build AI.

Beginner

DeepLearning.AI

Red Teaming LLM Applications

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 5. AI Governance, Security & Architecture > 5.3 AI, Agent & Model Security. Original partner/source tier: L2; mapping status: Build AI.

Intermediate

DeepLearning.AI

Safe and reliable AI via guardrails

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 5. AI Governance, Security & Architecture > 5.5 Responsible AI, Safety & Guardrails. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

AI for Good

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 5. AI Governance, Security & Architecture > 5.5 Responsible AI, Safety & Guardrails. Original partner/source tier: L1; mapping status: Build AI.

Beginner

DeepLearning.AI

Nvidia’s NeMo Agent Toolkit: Making Agents Reliable

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 5. AI Governance, Security & Architecture > 5.6 Evaluation, Reliability & Assurance. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

Governing AI Agents

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 5. AI Governance, Security & Architecture > 5.7 Compliance, Risk & Audit. Original partner/source tier: L1; mapping status: Build AI.

Intermediate

DeepLearning.AI

AI Prompting for Everyone

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 1. People AI Adoption (Future Phase) > Future Role 1 — AI Literacy & Individual Productivity. Original partner/source tier: L1; mapping status: Future Role 1.

Beginner

DeepLearning.AI

Collaborative Writing and Coding with OpenAI Canvas

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 1. People AI Adoption (Future Phase) > Future Role 1 — AI Literacy & Individual Productivity. Original partner/source tier: L1; mapping status: Future Role 1.

Beginner

DeepLearning.AI

Generative AI for Everyone

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 1. People AI Adoption (Future Phase) > Future Role 1 — AI Literacy & Individual Productivity. Original partner/source tier: L1; mapping status: Future Role 1.

Beginner

DeepLearning.AI

AI for Everyone

Imported from the DeepLearning.AI master course mapping; learner level and duration require editorial verification. HS mapping: 1. People AI Adoption (Future Phase) > Future Role 1 — AI Literacy & Individual Productivity. Original partner/source tier: L1; mapping status: Future Role 1.

Beginner

DataTalks.Club

Machine Learning Zoomcamp

Free, hands-on ML engineering course covering regression, classification, trees, deep learning, deployment, Kubernetes, and capstone projects. The official YouTube course contains 97 lessons; the 2026 cohort begins September 14, 2026.

Intermediate

DataTalks.Club

AI Dev Tools Zoomcamp

Free, project-based course on AI coding tools, end-to-end application development, MCP, coding agents, AI-assisted testing and DevOps, and low-code automation. The official YouTube course contains 20 lessons; the 2026 cohort begins August 31, 2026.

Intermediate

Kaggle

5-Day Gen AI Intensive Course with Google

Free self-paced learning guide originally held live March 31-April 4, 2025. It combines whitepapers, podcasts, Kaggle codelabs, and recorded livestreams covering foundational models, prompting, embeddings, agents, domain-specific LLMs, and GenAI MLOps.

Intermediate

Kaggle

5-Day AI Agents: Intensive Vibe Coding Course With Google

Free self-paced learning guide originally held live June 15-19, 2026. It combines whitepapers, podcasts, codelabs, and recorded livestreams on vibe coding, agent tools and interoperability, Agent Skills, security and evaluation, and production deployment.

Intermediate

DeepLearning.AI

Data Engineering

DeepLearning.AI Data Engineering Professional Certificate program. Certificate access depends on platform and paid eligibility; free/audit access does not issue a certificate.

Intermediate