Deep Learning
IIT's complete deep learning course — from perceptrons to seq2seq.

NPTEL · IITs · official site
A government-backed consortium of the Indian Institutes of Technology and IISc. 800+ complete engineering courses, with free certification exams.
Free, complete, and yours to keep — stream every lecture in our player or download the whole course.
IIT's complete deep learning course — from perceptrons to seq2seq.
IIT Kharagpur's flagship — among the most-watched NPTEL courses ever.
Transformers and DC machines — the first half of the power world.
Every building stands on soil — the IITs' geotechnical engineering course.
Why calculus is true — the IITs' rigorous construction of the real numbers.
The complete database course — ER diagrams to transactions.
Why structures stand — stress, bending, and the margin of safety.
How images on your screen are really made — the IITs' graphics course.
The classic IIT Madras linear algebra course — vectors, matrices, eigenvalues, and the theorems every engineer and data scientist needs.
IIT Delhi on light and semiconductors — LEDs, lasers, and photodetectors, from first principles up.
The first course of every engineer — forces, bodies, and balance.
The machine under the compiler — pipelines, caches, and cores.
Chance, done properly — the math every data scientist needs.
From pixels to perception — the IITs' classic image processing course.
Automata, Turing machines, and what can never be computed.
Conduction, convection, radiation — the thermal engineering trilogy.
The mathematics inside every phone — DFT, FFT, and digital filters.
The engines of business — inventory, scheduling, and lean systems.
The IITs' complete quantum mechanics course — from the Schrödinger equation onward.
The mathematics computer science runs on — logic to graph theory.
The transistor-level craft — IIT Kanpur's complete analog chip design course.
Editing the code of life — the theory and tools of genetic engineering, from the IITs.
The IITs' Java course — among the most-enrolled in NPTEL history.
Modern C++ — classes, templates, and the STL, taught properly.
The internet, layer by layer — from the IITs' networking group.
Energy, entropy, and the laws that rule every engine.
IIT Delhi's modern AI survey — search, RL, NLP, and vision in one arc.
IIT Madras teaches machine learning to engineers and scientists — the same algorithms, taught for physical systems and scientific data.
IIT Guwahati's complete psychology foundations course — the science of mind and behavior, from neurons to social dynamics.
The starting line of electrical engineering — KVL to AC power.
Why organizations behave as they do — motivation, teams, and leadership, studied scientifically.
IIT Kharagpur on how money actually moves — banks, bond markets, equities, and the institutions that hold the system together.
IISc Bangalore on the physics of the devices the modern world runs on — from band diagrams to transistors, taught properly.
How code becomes machine code — lexers to optimizers.
The mathematics of everything that varies — audio to control.
Making machines behave — stability, root locus, and feedback.
Chemistry as physics — thermodynamics, kinetics, and the quantum rules.
Converters and inverters — the electronics inside solar and EVs.
Why software projects fail — and the discipline that prevents it.
The engine of IIT Madras's online BSc degree — Python to algorithms.
Why materials do what they do — IIT Madras' complete first course in materials.
Life at the molecular scale — proteins, enzymes, and metabolism.
The algorithms inside modern biology — taught at the Indian Institute of Science.
The classic IIT Kharagpur DSA lectures — stacks to spanning trees.
The computers inside everything — microcontrollers, buses, and real-time design.
From idea to venture — the IIT playbook for starting things.
The mathematics of decisions — linear programming, queues, and optimization.
C from first principles — the language the IITs teach first.
Carbon's architecture — mechanisms over memorization, the IIT way.
IIT Madras's classic ML survey — rigorous, examinable, free.
Python taught through games, puzzles, and real-world magic.
Virtualization, IaaS, and the engineering of the cloud — from IIT Kharagpur.
What Linux is actually doing — processes to file systems.
Marketing as a discipline — segmentation, brands, and metrics.
IISER Pune on the fundamental unit of life — membranes, organelles, DNA, and the molecular machines inside every cell.
Finding structure in oceans of data — the IIT Kharagpur survey.
Algorithms with the proofs kept in — the IIT Madras classic.