Courses  /  CUDA Programming

CUDA Programming

Command an army of thousands of GPU soldiers to solve massive problems in parallel! From absolute zero to GPU mastery — learn CUDA C through a story-driven adventure. Covers GPU architecture, kernels, memory, optimization, and real-world patterns used by AI engineers at top companies.

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1

The GPU Universe

Step into the parallel universe! Discover what CUDA is, why GPUs are different from CPUs, and why the world's fastest AI runs on them.

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2

Your First CUDA Kernel

Write your very first CUDA program! Learn the magic triple-angle-bracket syntax and deploy your first army of GPU threads.

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3

Threads, Blocks & Grids

Your GPU army has structure! Threads form blocks, blocks form grids. Master this 3-level hierarchy to control thousands of soldiers.

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4

GPU Memory — The Treasure Map

Memory is the battlefield! Learn the different memory types — global, shared, registers, and constant — and how to use each wisely.

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5

Sync or Chaos!

When thousands of threads work together, chaos can happen! Learn to synchronize threads, avoid race conditions, and use atomic operations.

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6

Optimization — Make It Blazing Fast

Good GPU code runs fast but GREAT GPU code runs 100x faster! Learn coalescing, warp divergence, occupancy, and tiling.

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7

Parallel Patterns

The classic battle formations of GPU programming! Reduction, scan, histogram — these patterns appear in EVERY real GPU application.

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8

Matrix Operations — The Core of AI

Every AI model is just matrix math! Learn to add, multiply, and optimize matrix operations on the GPU — this is what makes GPT-4 possible.

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9

Streams & Async — True Concurrency

Run multiple GPU operations at the same time! CUDA streams let you overlap computation with data transfer for maximum throughput.

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10

The Grand Finale — GPU Master

You've trained. Now prove it. Real-world CUDA, profiling tools, interview questions, and a final boss challenge. Welcome to GPU mastery!

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