Practical deep learning for coders
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fast.ai · deep learning, pytorch, training, model internals
AI educator
Krish Naik AI tutorials
Large catalog of practical machine learning, deep learning, and generative AI tutorials.
Start with: Pick a playlist that matches your current level and follow the code.
Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.
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fast.ai · deep learning, pytorch, training, model internals
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Daniel Bourke · pytorch, deep learning, computer vision, model training
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Weights & Biases · evals, llm apps, observability, mlops
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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
Developers and data science learners should start here when they need machine learning, deep learning, llm apps, and mlops. The strongest fit is a learner who wants material in these formats: youtube tutorials, code walkthroughs.
Pick a playlist that matches your current level and follow the code. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Large catalog of practical machine learning, deep learning, and generative AI tutorials. 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 machine learning, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
| Resource | Kind | Level | Use when |
|---|---|---|---|
|
Practical Deep Learning for Coders
fast.ai
|
Free course | Intermediate | You can code and want a practical route into training models. |
|
LLM Evals
Hamel Husain
|
Guide | Intermediate | Your AI app needs quality checks before users see it. |
|
Google Machine Learning Crash Course
Google for Developers
|
Free course | Beginner | You need practical ML vocabulary before deeper AI engineering. |
|
W&B LLM Evaluation Course
Weights & Biases
|
Free course | Intermediate | You need to debug and measure LLM app quality. |
|
Kaggle Intro to Machine Learning
Kaggle
|
Micro-course | Beginner | You need small exercises for ML basics. |
|
Learn PyTorch
Daniel Bourke
|
Free book and videos | Beginner to intermediate | You want to learn deep learning by writing PyTorch code. |
|
Made With ML
Made With ML
|
Free course | Intermediate | You need production ML habits that transfer to AI systems. |
|
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. |
|
fast.ai
Jeremy Howard
|
Free course | Intermediate | Use this when you want Jeremy Howard's material for deep learning and related AI skills. |
|
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. |