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How Diffusion Models Work

Short Course

How Diffusion Models Work

Learn 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 Learning Diffusion Models GenAI Applications Generative Models

Finetuning Large Language Models

Short Course

Finetuning Large Language Models

Discover when to use finetuning vs prompting for LLMs. Select suitable open-source models, prepare data, and train & evaluate for your specific domain.

Deep Learning Fine-Tuning Transformers

Introduction to on-device AI

Short Course

Introduction to on-device AI

Deploy AI for edge devices and smartphones. Learn model conversion, quantization, and how to modify for deployment on diverse devices.

Data Processing Deep Learning Compression and Quantization On-Device AI

Pretraining LLMs

Short Course

Pretraining LLMs

Learn the essential steps to pretrain a large language model from scratch.

Deep Learning Evaluation and Monitoring Fine-Tuning GenAI Applications LLMOps Machine Learning Mathematical Foundations Transformers

How Transformer LLMs Work

Short Course

How Transformer LLMs Work

Understand the transformer architecture that powers LLMs to use them more effectively.

Deep Learning Embeddings GenAI Applications LLMOps Machine Learning NLP RAG Transformers

Jay Alammar, Maarten Grootendorst

Attention in Transformers: Concepts and Code in PyTorch

Short Course

Attention in Transformers: Concepts and Code in PyTorch

Understand and implement the attention mechanism, a key element of transformer-based LLMs, using PyTorch.

Deep Learning Embeddings GenAI Applications Machine Learning NLP Transformers

Deep Learning Specialization

Professional Certificate

Deep Learning Specialization

Build neural networks (CNNs, RNNs, LSTMs, Transformers) and apply them to speech recognition, NLP, and more using Python and TensorFlow.

Computer Vision Deep Learning NLP Supervised Learning Transformers

DeepLearning.AI

Machine Learning Specialization

Professional Certificate

Machine Learning Specialization

Learn foundational AI concepts through an intuitive visual approach, then learn the code needed to implement the algorithms and math for ML.

Anomaly Detection Deep Learning Machine Learning Supervised Learning Unsupervised Learning

Stanford Online

AI for Everyone

Course

AI for Everyone

Learn about AI technologies and how to use them. Examine AI's societal impact, and learn to navigate this technological shift.

Deep Learning Machine Learning

DeepLearning.AI