Short CourseHow Diffusion Models WorkLearn and build diffusion models from the ground up, understanding each step. Learn about diffusion models in use today and implement algorithms to speed up sampling.Deep LearningDiffusion ModelsGenAI ApplicationsGenerative Models
Short CoursePretraining LLMsLearn the essential steps to pretrain a large language model from scratch.Deep LearningEvaluation and MonitoringFine-TuningGenAI ApplicationsLLMOpsMachine LearningMathematical FoundationsTransformersUpstage
Short CourseHow Transformer LLMs WorkUnderstand the transformer architecture that powers LLMs to use them more effectively.Deep LearningEmbeddingsGenAI ApplicationsLLMOpsMachine LearningNLPRAGTransformersJay Alammar, Maarten Grootendorst
Short CourseAttention in Transformers: Concepts and Code in PyTorchUnderstand and implement the attention mechanism, a key element of transformer-based LLMs, using PyTorch.Deep LearningEmbeddingsGenAI ApplicationsMachine LearningNLPTransformersStatQuest