Practical deep learning for coders
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fast.ai · deep learning, pytorch, training, model internals
AI educator
Nicholas Renotte AI tutorials
Project-based AI tutorials for people who learn by building demos and prototypes.
Start with: Pick one end-to-end project and rebuild it locally.
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
Developers building AI projects should start here when they need computer vision, llm apps, python ml, and deep learning. The strongest fit is a learner who wants material in these formats: youtube tutorials, projects.
Pick one end-to-end project and rebuild it locally. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Project-based AI tutorials for people who learn by building demos and prototypes. 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 computer vision, 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. |
|
W&B LLM Evaluation Course
Weights & Biases
|
Free course | Intermediate | You need to debug and measure LLM app quality. |
|
Learn PyTorch
Daniel Bourke
|
Free book and videos | Beginner to intermediate | You want to learn deep learning by writing PyTorch code. |
|
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. |
|
W&B Courses
Weights & Biases
|
Free courses | Intermediate | Use this when you want Weights & Biases's material for llm apps and related AI skills. |
|
Kaggle Learn
Kaggle
|
Micro-courses | Beginner | Use this when you want Kaggle's material for python and related AI skills. |
|
Learn PyTorch
Daniel Bourke
|
Free book | Beginner to intermediate | Use this when you want Daniel Bourke's material for pytorch and related AI skills. |