Short Course
AI Python for Beginners
Learn Python programming with AI assistance. Gain skills writing, testing, and debugging code efficiently, and create real-world AI applications.
All Courses
Grow your AI career with foundational specializations and skill-specific short courses taught by leaders in the field.
Courses
Sort by:
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.
Short Course
How Transformer LLMs Work
Understand the transformer architecture that powers LLMs to use them more effectively.
Specialization
Data Engineering
Build your skills as a data engineer, drive organizational goals by ingesting, transforming, storing, and serving data to data stakeholders, and grow your career in a high-demand field.
Short Course
Pretraining LLMs
Learn the essential steps to pretrain a large language model from scratch.
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.
Course
Machine Learning in Production
Design an ML production system: scoping, data, modeling, deployment. Prototype development, deployment & continuous improvement.
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.
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.
Specialization
Mathematics for Machine Learning and Data Science
Explore the fundamental mathematics toolkit of machine learning: calculus, linear algebra, statistics, and probability.
Specialization
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.
Specialization
Generative Adversarial Networks (GANs)
Learn image generation with GANs from basics to advanced techniques. Covers social implications like bias & privacy preservation.
Specialization
TensorFlow Developer Professional Certificate
Equip yourself with the knowledge necessary to use the TensorFlow API along with best practices and hands-on experience in one of the most in-demand deep learning frameworks.
Specialization
Deep Learning Specialization
Build neural networks (CNNs, RNNs, LSTMs, Transformers) and apply them to speech recognition, NLP, and more using Python and TensorFlow.
Specialization
AI for Medicine
Estimate treatment effects from randomized controlled trials data. Interpret diagnostic & prognostic models. Apply NLP to extract info from unstructured medical data.
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.