C++ Symbol Resolution
C++ symbol resolution explained: how linkers fix undefined references, name mangling, weak vs strong symbols, and common linking errors.
Clear explanations of core machine learning concepts, from foundational ideas to advanced techniques. Understand attention mechanisms, transformers, skip connections, and more.
C++ symbol resolution explained: how linkers fix undefined references, name mangling, weak vs strong symbols, and common linking errors.
Master C++ templates and the Standard Template Library. Learn generic programming, template metaprogramming, and STL containers and algorithms.
Learn how gradients propagate through deep neural networks during backpropagation. Understand vanishing and exploding gradient problems with interactive visualizations.
Master NVIDIA NCCL for multi-GPU deep learning. Learn AllReduce, ring algorithms, and GPU-Direct communication for efficient distributed training on CUDA.
Compare PyTorch DataParallel vs DistributedDataParallel for multi-GPU training. Learn GIL limitations, NCCL AllReduce, and DDP best practices.
Understanding how PyTorch DataLoader moves data from disk through CPU to GPU, including Dataset, Sampler, Workers, and Collate components.