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
Short CourseHow Transformer LLMs WorkUnderstand the transformer architecture that powers LLMs to use them more effectively.Deep LearningEmbeddingsGenAI ApplicationsLLMOpsMachine LearningNLPRAGTransformersJay Alammar, Maarten Grootendorst
Short CoursePretraining LLMsLearn the essential steps to pretrain a large language model from scratch.Deep LearningEvaluation and MonitoringFine-TuningGenAI ApplicationsLLMOpsMachine LearningMathematical FoundationsTransformersUpstage
Short CourseQuantization Fundamentals with Hugging FaceLearn how to quantize any open-source model. Learn to compress models with the Hugging Face Transformers library and the Quanto library.Generative ModelsCompression and QuantizationMultiModalTransformersHugging Face
Short CourseEfficiently Serving LLMsUnderstand how LLMs predict the next token and how techniques like KV caching can speed up text generation. Write code to serve LLM applications efficiently to multiple users.Fine-TuningGenerative ModelsLLMOpsLLM ServingTransformersPredibase
Short CourseOpen Source Models with Hugging FaceLearn how to easily build AI applications using open-source models and Hugging Face tools. Find and filter open-source models on Hugging Face Hub.ChatbotsGenerative ModelsMultiModalNLPPrompt EngineeringTransformersHugging Face
Short CoursePrompt Engineering with Llama 2&3Learn best practices for prompting and selecting among Meta Llama 2 & 3 models. Interact with Meta Llama 2 Chat, Code Llama, and Llama Guard models.AI SafetyGenAI ApplicationsGenerative ModelsPrompt EngineeringTransformersMeta
Short CourseReinforcement Learning From Human FeedbackGet an introduction to tuning and evaluating LLMs using Reinforcement Learning from Human Feedback (RLHF) and fine-tune the Llama 2 model.Fine-TuningGenerative ModelsLLMOpsTransformersGoogle Cloud
Short CourseFinetuning Large Language ModelsDiscover when to use finetuning vs prompting for LLMs. Select suitable open-source models, prepare data, and train & evaluate for your specific domain.Deep LearningFine-TuningTransformersLamini
Short CourseChatGPT Prompt Engineering for DevelopersLearn the fundamentals of prompt engineering for ChatGPT. Learn effective prompting, and how to use LLMs for summarizing, inferring, transforming, and expanding.GenAI ApplicationsPrompt EngineeringTransformersOpenAI
