AI education source

Made With ML

Useful path for production ML fundamentals that transfer to AI engineering.

Start with: Work through testing, monitoring, and deployment lessons.

Videos

Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.

Made With ML

Educator video

Made With ML · mlops, testing, deployment

LLM evaluation with W&B

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Weights & Biases · evals, llm apps, observability, mlops

AI Engineering with Chip Huyen

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Chip Huyen · ai engineering, production, systems, mlops

Full Stack Deep Learning lecture

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Full Stack Deep Learning · mlops, deployment, product ml, production

MLOps community production AI

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MLOps Community · mlops, production ml, ai systems, deployment

ML Zoomcamp supervised learning

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DataTalks.Club · ml engineering, data engineering, ml foundations, deployment

Skills

Learner questions

Who should learn from Made With ML?

Engineers learning production ML should start here when they need mlops, testing, deployment, and ml systems. The strongest fit is a learner who wants material in these formats: course, lessons, code.

What should I do first?

Work through testing, monitoring, and deployment lessons. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.

What problem does this help with?

Useful path for production ML fundamentals that transfer to AI engineering. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.

How do I compare this with other educators?

Compare the skill coverage, the starting recommendation, and the related videos. If you need mlops, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.

Related resources

Resource	Kind	Level	Use when
Promptfoo Intro Promptfoo	Open source docs	Intermediate	You need regression tests for prompts, models, and LLM outputs.
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.
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.
Full Stack Deep Learning Full Stack Deep Learning	Course	Intermediate to advanced	Use this when you want Full Stack Deep Learning's material for mlops and related AI skills.
W&B Courses Weights & Biases	Free courses	Intermediate	Use this when you want Weights & Biases's material for llm apps and related AI skills.
Promptfoo Docs Promptfoo	Docs	Intermediate	Use this when you want Promptfoo's material for prompt testing and related AI skills.
Made With ML Made With ML	Course	Intermediate	Use this when you want Made With ML's material for mlops and related AI skills.
MLOps Community MLOps Community	Talks	Intermediate to advanced	Use this when you want MLOps Community's material for mlops and related AI skills.
DataTalks.Club ML Zoomcamp DataTalks.Club	Free courses	Beginner to intermediate	Use this when you want DataTalks.Club's material for ml engineering and related AI skills.