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AI Courses and Specializations

Build a foundation of machine learning and AI skills, and understand how to apply them in the real world.

Andrew Ng
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Machine Learning Specialization

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Generative AI for Everyone

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ChatGPT Prompt Engineering for Developers

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Data Engineering

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Generative AI for Software Development

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Mathematics for Machine Learning and Data Science

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AI Python for Beginners

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Multi AI Agent Systems with crewAI

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Multimodal RAG: Chat with Videos

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New Short Course

Reinforcement Fine-Tuning LLMs with GRPO

Improve LLM reasoning with reinforcement fine-tuning and reward functions
New Short Course

MCP: Build Rich-Context AI Apps with Anthropic

Build AI apps that access tools, data, and prompts using the Model Context Protocol.
New! Data Analytics Professional Certificate Course 4

Data I/O and Preprocessing with Python and SQL

Work with real-world data as it exists in practice: messy, unstructured, and spread across sources.
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The Batch

What matters in AI right now

Cartoon: Woman at desk; man in sandbox with shovel saying, "I'm experimenting!" in office setting.
May 21, 2025

Codex’s Robot Dev Team, Grok’s Fixation on South Africa, Saudi Arabia’s AI Power Play, 4-Bit Efficiency With 16-Bit Accuracy

The Batch AI News and Insights: In the age of AI, large corporations — not just startups — can move fast. I often speak with large companies’ C-suite and Boards about AI strategy and implementation, and would like to share some ideas that are applicable to big companies.
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May 14, 2025

Recipes For Reasoning, Open and Compact Code Generator, Looser AI Regulations, More Factual Output

The Batch AI News and Insights: AI’s ability to make tasks not just cheaper, but also faster, is underrated in its importance in creating business value.
Blue performance gauge with needle pointing to maximum, indicating high level or peak performance.
May 7, 2025

ChatGPT Grovels, Qwen3 Takes on DeepSeek-R1, Johnson & Johnson Reveals AI Strategy, Easy Reasoning Hack

The Batch AI News and Insights: I’m delighted to announce that AI Fund has closed $190M for our new fund, in an oversubscribed round.
Free Resources

Get Started with AI and Machine Learning

How to Build Your Career in AI

A practical roadmap to building your career in AI from AI pioneer Andrew Ng

Machine Learning Yearning

An introductory book about developing ML algorithms.

A Complete Guide to Natural Language Processing

A comprehensive guide covering all you need to know about NLP.

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