Agents for everything else
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AI Engineer · agents, ai engineering, developer tools, automation
AI education source
Modal examples
Useful for learning how to run AI workloads, inference jobs, and GPU tasks in production-like environments.
Start with: Deploy a small inference example before moving a real workload.
Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.
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AI Engineer · agents, ai engineering, developer tools, automation
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Simon Willison · llm tools, local models, ai engineering, coding
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Chip Huyen · ai engineering, production, systems, mlops
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Full Stack Deep Learning · mlops, deployment, product ml, production
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MLOps Community · mlops, production ml, ai systems, deployment
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DataTalks.Club · ml engineering, data engineering, ml foundations, deployment
Developers deploying AI workloads should start here when they need deployment, gpu workloads, ai engineering, and batch jobs. The strongest fit is a learner who wants material in these formats: docs, examples, code.
Deploy a small inference example before moving a real workload. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Useful for learning how to run AI workloads, inference jobs, and GPU tasks in production-like environments. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.
Compare the skill coverage, the starting recommendation, and the related videos. If you need deployment, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
| Resource | Kind | Level | Use when |
|---|---|---|---|
|
AI Engineering
Chip Huyen
|
Book | Intermediate to advanced | You are moving from demos to production systems. |
|
Made With ML
Made With ML
|
Free course | Intermediate | You need production ML habits that transfer to AI systems. |
|
DataTalks.Club ML Zoomcamp
DataTalks.Club
|
Free cohort course | Beginner to intermediate | You want a structured free path into ML engineering. |
|
AI Engineer Talks
AI Engineer
|
Conference videos | Intermediate to advanced | You want practitioner talks from builders working on the current AI stack. |
|
Simon Willison: 2025 in LLMs so far
Simon Willison
|
Talk | Beginner to advanced | You want a grounded tour of current LLM tooling and tradeoffs. |
|
Full Stack Deep Learning Lectures
Full Stack Deep Learning
|
Course videos | Intermediate to advanced | You want the whole lifecycle of ML and AI product development. |
|
AI Engineer
Swyx
|
Conference talks | Intermediate to advanced | Use this when you want Swyx's material for ai engineering and related AI skills. |
|
AI Engineering
Chip Huyen
|
Book | Intermediate to advanced | Use this when you want Chip Huyen's material for ai engineering and related AI skills. |
|
AI Engineering resources
Addy Osmani
|
Newsletter | Beginner to intermediate | Use this when you want Addy Osmani's material for ai coding and related AI skills. |
|
Latent Space
Latent Space
|
Podcast | Intermediate to advanced | Use this when you want Latent Space's material for ai engineering and related AI skills. |