Python — Beginner to Advanced
The most-recommended Python playlist ever assembled.
The Whirlpool space · beyond the universities
Complete courses from Khan Academy, 3Blue1Brown, freeCodeCamp, CrashCourse — plus thirty full Udemy bestsellers mirrored from BiliBili, the #1 Python course among them. No sign-up. No paywall. Ever.
The series the internet actually learned from — Sanderson's animated math, the Green brothers' chemistry, Dr. Chuck's Python, Josh Starmer's statistics. One click to episode one.
119 of 119 courses · every one free, verified, and complete
The most-recommended Python playlist ever assembled.
Differential and integral calculus, the patient way.
Every ML method you've heard of, made obvious.
Rust 2.0, the complete edition: 228 numbered lessons from cargo and ownership to lifetimes, iterators, async, and builder patterns — the language of systems' next decade.
Udemy's all-time best-selling Python course, opening arc in full: 199 lessons covering Days 1–22 — from your first print statement and the Day 1 band-name generator to OOP, turtle graphics, and the Day 22 Pong game.
Mike X Cohen's masterwork: the mathematics, code, and intuition of deep learning — from perceptrons to transformers — with Python you write yourself, not libraries you blindly call.
Dr. Chuck's legendary University of Michigan course, recorded whole.
The best-selling Unreal course on Udemy: learn C++ from absolute zero and ship complete games — the classic GameDev.tv arenas rebuilt for UE5.
The classic 47-lesson JavaScript course, ninja-style.
The most-recommended explanation of deep learning ever made.
The visual intuition for linear algebra — before the formulas.
Multivariable calculus, the Leonard way — vectors, partial derivatives, multiple integrals, and vector calculus, complete.
The complete HTML & CSS library — where millions started.
The techniques course — integration methods, improper integrals, series, and convergence, taught without shortcuts.
The full-stack bootcamp, start to employable.
Learn React by building real projects with Brad Traversy.
The full-semester Calculus 1 course students swear by — limits, derivatives, and their applications, taught for real understanding.
The algebra library that taught a generation.
A 28-hour deep dive into Unreal Engine 5's Gameplay Framework — building an advanced third-person RPG in C++: movement abilities, combat, interfaces, and UI systems.
Daniel Bourke's 25-hour PyTorch marathon — from the first tensor to a deployed model, in one complete session.
A complete 26-hour Android bootcamp in Java: from your first Java statement to published apps — layouts, activities, storage, APIs, notifications, and the Android lifecycle done right.
A full 26-hour character pipeline in Blender: blocking, refinement, low-poly retopology, UVs, PBR texturing, and a Marmoset render — one stylized game hero, start to finish.
Sculpt an anime-style character in Blender from first polygon to final render — references, blocking, height proportion, refinement, hair curves, and materials in one 22-hour production run.
Java, complete and unhurried: 114 numbered lessons from language fundamentals through collections, generics, concurrency, and JVM internals — engineered to make you a complete Java engineer.
The legendary hands-on ML series.
Everything between 'it works on my machine' and production: domains and DNS, servers, SSL, containers, and CI/CD — the concepts every developer needs before the first real deploy.
The complete 2026 generative-AI video toolkit: Pictory and scriptwriting with ChatGPT, professional editing, animation, and Grok image generation — a full MBA in AI-made video.
The complete economics library — both halves, one playlist.
The full AIGP certification path plus an AI-mastery curriculum in one: governance frameworks, risk management, the EU AI Act and global law, and the technical AI literacy professionals now need.
The complete high-school geometry sequence.
Neural networks in practice, PyTorch-first.
Power BI Service, in full: workspaces, dashboards, dataflows, row-level security, deployment pipelines, and Git integration — the cloud half of Power BI that nobody teaches.
The Verification Series opener, complete: SystemVerilog data types, OOP, randomization, constraints, and functional verification — the language every modern testbench is written in.
The full stats course, from averages to inference.
Jeremy Howard's top-down deep learning course — train state-of-the-art models in lesson one, understand them progressively after.
Europe from the plague to the present.
Modern React, hooks-first, in one complete course.
A complete university linear-algebra course in one recording.
The classic Khan Academy organic chemistry library.
freeCodeCamp's data-analysis course — NumPy, Pandas, and visualization, taught by doing a full analysis in every lesson.
The Artificial Intelligence Governance Professional curriculum, complete: AI fundamentals, risk frameworks, policy, and law — everything the IAPP exam tests, in exam order.
The course that breaks pre-med students — made merciful.
American history with the myths removed.
Four hundred years, taught with the depth it deserves.
The live course that got a nation through lockdown.
Statistics, one bam at a time.
Backpropagation, finally made friendly.
Udemy's #1 drawing best-seller: 58 lessons from your first confident line to finished art — line, shape, form, perspective, shading, and a complete figure-drawing finale.
Hard-surface Blender, battle-tested: build a complete sci-fi war mech — references, kitbash parts, BoolTool workflows, and mechanical joints across thirty studio lessons.
Build real applications by describing them: AI coding tools, prompting patterns, app builders, and how to ship — and judge — what the machine writes.
How we learned what we know.
Django the framework, taught like a craft.
Angular testing, mastered: Vitest with signals, component and service testing patterns, Cypress and Playwright E2E, and CI pipelines — the discipline that keeps large Angular codebases shippable.
Your body, episode by episode — all 51 of them.
The whole universe, from the Bad Astronomer himself.
The statistics course everyone wishes they'd had.
15,000 years of human history, 42 episodes, zero boredom.
Everything between algebra and calculus.
The complete biology library, cell to ecosystem.
The complete micro-framework course, project-built.
sentdex's foundational series — coding as a daily habit.
The series that made chemistry funny — all 46 episodes.
Forty episodes on everything alive, from cells to ecosystems.
All of introductory physics, in 46 episodes.
Computing from the abacus to the algorithm — all 41 episodes.
Society, explained with unusual kindness.
The world's oldest stories, taken seriously.
William Fiset's famous data-structures course, complete.
The complete intro statistics course.
The full PL-300 certification track — data preparation, modeling, DAX, and visualization — taught exam-objective by exam-objective, with practice along the way.
A practical store-building masterclass: WordPress hosting and themes, WooCommerce products, payments, and shipping — launch a complete online store end to end.
AI on both sides of the firewall: use large language models for reconnaissance, vulnerability analysis, and bug hunting — while understanding how attackers use the same tools against you.
The mind, explained — 40 complete episodes.
Forty-six episodes of the oldest questions there are.
How power actually works, in fifty episodes.
Fiset's graph algorithms course — BFS to max flow.
The full algebra course, one pass.
Sine, cosine, and the unit circle — finally intuitive.
Probability from first principles — dice, cards, and beyond.
The friendly framework, taught completely.
Verification Series Part 7: functional coverage in SystemVerilog — covergroups, bins, crosses, and the metrics that prove your testbench actually tested something.
A year of economics, with jokes that actually land.
Khan Academy's rebuilt AP Physics 1 course, consolidated.
The most polished one-shot Python course on YouTube.
SystemVerilog Assertions from first principles: immediate and concurrent assertions, sequences, properties, and the checks that make a testbench able to prove things.
The history of games — all of them.
A modern, gentle first four hours of Python.
The type system, from annotations to generics.
JavaScript on the server, taught properly.
The new classics: how AI actually works.
The classic full JavaScript course, in one sitting.
The full database course — schema to joins.
Kylie Ying's MIT-taught intro ML, for everyone.
The compiler-first framework, from scratch.
Queries, schemas, and one endpoint to rule them.
Publication-quality plots, programmatically.
A complete REST API, built step by step.
Production footwear modeling in 3ds Max: a complete masterclass that models a full shoe from references and volumes to final stitching — the way studio modelers actually work.
The animal kingdom, systematically.
The CrashCourse guide to building something.
Calculus, the way its inventors understood it.
The geometry of change.
TypeScript for people who already ship JavaScript.
React, hooks-first, project-built.
Java, taught with unusual clarity.
The classic Loomis method, taught step by step: construct any head from any angle using spheres, planes, and guiding lines — the foundation portrait artists swear by.
Facial rigging in Maya from scratch: joint placement, axis orientation, controls, and corrective blends — the craft that makes characters act.
A focused studio project: model a stylized sci-fi turret in Blender, then light it and make it interactive in Unreal Engine 5 — the complete asset-to-engine workflow in one project.
The Python behind modern verification: complete fundamentals — types, functions, OOP, and the standard library — taught specifically for hardware engineers heading into PyUVM.
The rules of life on Earth, in a dozen sharp episodes.
The culture, the tools, and the pipelines.
The production React framework, start to deploy.
Svelte's full-stack framework, end to end.
The document database, hands on.
Utility-first CSS, the way professionals use it.
The world's most-used model, examined completely.
A real project, end to end: design a full apartment in Revit — plans, levels, families, and lighting — then carry it into 3ds Max for photoreal visualization.
The layout tool you'll use every single day.
Two-dimensional layout, finally mastered.
Not snippets. Not funnels for paid plans. Complete courses — seasons, series, and full-length recordings — published by the creators themselves, streamed here from their official channels.
The world's largest open mirror of Udemy bestsellers — the #1 Python course, GameDev.tv's UE5 blockbuster, Mike X Cohen's deep-learning masterwork — uploaded lesson-by-lesson by the community, free to stream.
The nonprofit behind the internet's most-watched full courses — thousand-hour deep dives recorded with universities and working engineers, published free for everyone.
John and Hank Green's legendary series — forty-plus subjects from chemistry to philosophy, each a complete season of witty, beautifully animated episodes.
Grant Sanderson animates mathematics until you can see it. Essence of Linear Algebra and the neural-networks series are the most-recommended math videos ever made.
Sal Khan's channel — the library that taught a generation their times tables, algebra, calculus, physics, and chemistry, one patient ten-minute lesson at a time.
Shaun Pelling's black-belt web-development tutorials — short, focused series that take you from your first HTML tag to production frameworks, one playlist at a time.
The gold standard for Python on YouTube — a complete beginner-to-advanced path, then Flask, Django, and the tools professionals actually use, taught without fluff.
Josh Starmer's "bam"-worthy statistics and machine-learning lessons — the series that finally makes regression, boosting, and PCA feel obvious.
Harrison Kinsley's hands-on Python channel — from your first script to applied machine learning and trading algorithms, always with real code on screen.
Brad Traversy's pragmatic crash courses and full-stack builds — the channel half the web developers alive learned from first.
Mosh Hamedani's famous one-shot courses — full-length professional trainings in Python, Java, JavaScript, and C#, edited like conference talks.
Jeremy Howard's top-down deep learning school — train state-of-the-art models in lesson one, then learn why they work. Used by millions, free forever.
Complete recorded college math courses — Calculus 1 through 3, Precalculus, and Statistics — taught with a patience that has rescued a generation of students.
Streaming from the world's best universities and educators
Atlas indexes the universities. Whirlpool is the other half of free learning: the independent educators and open academies — people like Sal Khan, Grant Sanderson, Josh Starmer, and Shaun Pelling — who built world-class course libraries on their own channels, outside any institution.
Every course here streams from the creator's official channel, with the real curriculum, real progress tracking, and zero interruptions. No account to make, no trial to start, no "upgrade to continue." The way free education should feel.
Right now that's 119 courses and 1500+ hours of teaching across 13 educators — and the catalog keeps growing.
The same streaming engine as Atlas: real lesson lists, resume where you left off, watched tracking, and one-click downloads — all running locally in your browser.
Whirlpool indexes and streams — it never re-hosts. Every view goes to the creator's official channel, every download link points to their own pages.
Nothing here needs an account — not watching, not downloading, not saving. Your progress and bookmarks live in your browser, not in a database.