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Agents Document Processing Embeddings Event-Driven AI GenAI Applications RAG Search and Retrieval Task Automation Vector Databases

Short Course

Event-Driven Agentic Document Workflows

Build an event-driven agentic workflow to process documents and fill forms using RAG and human-in-the-loop feedback.

LlamaIndex

Short Course

Build Apps with Windsurf’s AI Coding Agents

Learn to build, debug, and deploy applications with an Agentic AI-powered integrated development environment.

AI in Software Development Agents GenAI Applications Prompt Engineering Search and Retrieval Task Automation

Windsurf

Short Course

Evaluating AI Agents

Learn how to systematically evaluate, improve, and iterate on AI agents using structured assessments.

Agents Evaluation and Monitoring GenAI Applications LLMOps MLOps Prompt Engineering Task Automation

Arize AI

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

StatQuest

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

Short Course

Building toward Computer Use with Anthropic

Learn how an AI Assistant is built to use and accomplish tasks on computers.

AI Safety Agents Chatbots GenAI Applications Generative Models MultiModal Prompt Engineering Task Automation

Anthropic

Short Course

Build Long-Context AI Apps with Jamba

Build LLM apps that can process very long documents using the Jamba model

Document Processing GenAI Applications Generative Models NLP Prompt Engineering RAG

AI21 labs

Short Course

Reasoning with o1

Learn how to use and prompt OpenAI's o1 model for complex reasoning tasks.

Agents GenAI Applications MultiModal NLP Prompt Engineering

Agents GenAI Applications MultiModal NLP Prompt Engineering

Short Course

Collaborative Writing and Coding with OpenAI Canvas

Learn to use OpenAI Canvas to write, code, and create more effectively in collaboration with AI.

AI Safety AI in Software Development GenAI Applications Generative Models LLMOps Prompt Engineering

Short Course

Building an AI-Powered Game

Learn to build with LLMs by creating a fun interactive game from scratch.

Together AI, AI Dungeon

Short Course

Safe and reliable AI via guardrails

Move your LLM-powered applications beyond proof-of-concept and into production with the added control of guardrails.

AI Safety Chatbots Evaluation and Monitoring GenAI Applications LLMOps NLP Prompt Engineering RAG

GuardrailsAI

Short Course

LLMs as Operating Systems: Agent Memory

Build systems with MemGPT agents that can autonomously manage their memory.

Agents LLMOps Prompt Engineering RAG

Letta

Short Course

Practical Multi AI Agents and Advanced Use Cases with crewAI

Build agents that collaborate to solve complex business tasks.

Agents Chatbots GenAI Applications Generative Models Task Automation

crewAI

Short Course

Serverless Agentic Workflows with Amazon Bedrock

Efficiently handle time-varying workloads with serverless agentic workflows and responsible agents built on Amazon Bedrock.

Agents Chatbots GenAI Applications Generative Models RAG Task Automation

AWS

Short Course

Introducing Multimodal Llama 3.2

Try out the features of the new Llama 3.2 models to build AI applications with multimodality.

Agents Chatbots Computer Vision Fine-Tuning GenAI Applications Generative Models MultiModal Prompt Engineering

Retrieval Optimization: Tokenization to Vector Quantization

Build faster and more relevant vector search for your LLM applications

Generative Models

Qdrant

Short Course

Multimodal RAG: Chat with Videos

Build an interactive system for querying video content using multimodal AI

Computer Vision Embeddings MultiModal NLP RAG Search and Retrieval Vector Databases

Intel

Short Course

Large Multimodal Model Prompting with Gemini

Learn best practices for multimodal prompting using Google’s Gemini model.

Generative Models

AI Frameworks AI in Software Development Agents Document Processing GenAI Applications Prompt Engineering RAG Task Automation

Short Course

Building AI Applications With Haystack

Learn a flexible framework to build a variety of complex AI applications.

Haystack

Short Course

Improving Accuracy of LLM Applications

Systematically improve the accuracy of LLM applications with evaluation, prompting, and memory tuning.

AI Frameworks Agents Evaluation and Monitoring Fine-Tuning Machine Learning Prompt Engineering

Lamini, Meta

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.

Generative Models Prompt Engineering

DeepLearning.AI

Short Course

Embedding Models: from Architecture to Implementation

Learn how to build embedding models and how to create effective semantic retrieval systems.

Embeddings Search and Retrieval Vector Databases

Vectara

Short Course

Federated Fine-tuning of LLMs with Private Data

Learn how to securely fine-tune large language models (LLMs) with private data using federated methods, enhancing data privacy, minimizing risks of data leakage, and optimizing efficiency through Parameter-Efficient Fine-Tuning (PEFT) and Differential Privacy.

AI Frameworks

Flower Labs

Short Course

Intro to Federated Learning

Build and fine-tune LLMs across distributed data using a federated learning framework for better privacy.

AI Frameworks

Flower Labs

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

Upstage

Short Course

Prompt Compression and Query Optimization

Optimize the efficiency, security, query processing speed, and cost of your RAG applications.

Data Processing GenAI Applications LLMOps Prompt Engineering RAG Search and Retrieval Vector Databases

MongoDB

Short Course

Carbon Aware Computing for GenAI developers

Train your machine learning models using cleaner energy sources.

GenAI Applications LLMOps LLM Serving

Agents Data Processing GenAI Applications LLMOps LLM Serving RAG Search and Retrieval

Short Course

Function-calling and data extraction with LLMs

Learn to apply function-calling to expand LLM and agent application capabilities.

Agents Embeddings

Nexusflow

Short Course

Building Your Own Database Agent

Interact with tabular data and SQL databases using natural language, enabling more efficient and accessible data analysis.

Microsoft

Short Course

AI Agents in LangGraph

Build agentic AI workflows using LangChain's LangGraph and Tavily's agentic search.

AI Frameworks Agents Chatbots Document Processing GenAI Applications Generative Models Search and Retrieval

LangChain, Tavily

Short Course

AI Agentic Design Patterns with AutoGen

Use the AutoGen framework to build multi-agent systems with diverse roles and capabilities for implementing complex AI applications.

AI Frameworks Agents GenAI Applications RAG Task Automation

Microsoft, Penn State University

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

Qualcomm

Short Course

Multi AI Agent Systems with crewAI

Automate business workflows with multi-AI agent systems. Exceed the performance of prompting a single LLM by designing and prompting a team of AI agents through natural language.

AI Frameworks AI in Software Development Agents GenAI Applications RAG Task Automation

crewAI

Short Course

Building Multimodal Search and RAG

Build smarter search and RAG applications for multimodal retrieval and generation.

Embeddings MultiModal RAG Search and Retrieval Vector Databases

Weaviate

Short Course

Building Agentic RAG with Llamaindex

Build autonomous agents that intelligently navigate and analyze your data. Learn to develop agentic RAG systems using LlamaIndex, enabling powerful document Q&A and summarization. Gain valuable skills in guiding agent reasoning and debugging.

AI Frameworks Agents GenAI Applications Prompt Engineering RAG Search and Retrieval

LlamaIndex

Short Course

Quantization in Depth

Customize model compression with advanced quantization techniques. Try out different variants of Linear Quantization, including symmetric vs. asymmetric mode, and different granularities.

Compression and Quantization

Computer Vision Diffusion Models Fine-Tuning Generative Models Prompt Engineering

Short Course

Prompt Engineering for Vision Models

Learn prompt engineering for vision models using Stable Diffusion, and advanced techniques like object detection and in-painting.

Comet

Short Course

Getting Started with Mistral

Explore Mistral's open-source and commercial models, and leverage Mistral's JSON mode to generate structured LLM responses. Use Mistral's API to call user-defined functions for enhanced LLM capabilities.

Embeddings Generative Models Prompt Engineering RAG

Mistral AI

Short Course

Quantization Fundamentals with Hugging Face

Learn how to quantize any open-source model. Learn to compress models with the Hugging Face Transformers library and the Quanto library.

Generative Models Compression and Quantization MultiModal Transformers

Computer Vision Document Processing GenAI Applications RAG Vector Databases

Short Course

Preprocessing Unstructured Data for LLM Applications

Improve your RAG system to retrieve diverse data types. Learn to extract and normalize content from a wide variety of document types, such as PDFs, PowerPoints, and HTML files.

Unstructured

Short Course

Red Teaming LLM Applications

Learn how to make safer LLM apps through red teaming. Learn to identify and evaluate vulnerabilities in large language model (LLM) applications.

AI Safety Chatbots Generative Models LLMOps Prompt Engineering

Giskard

Short Course

JavaScript RAG Web Apps with LlamaIndex

Build a full-stack web application that uses RAG capabilities to chat with your data. Learn to build a RAG application in JavaScript, using an intelligent agent to answer queries.

AI Frameworks GenAI Applications Prompt Engineering RAG Search and Retrieval

LlamaIndex

Short Course

Efficiently Serving LLMs

Understand 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-Tuning Generative Models LLMOps LLM Serving Transformers

Predibase

Short Course

Knowledge Graphs for RAG

Learn how to build and use knowledge graph systems to improve your retrieval augmented generation applications. Use Neo4j's query language Cypher to manage and retrieve data.

Embeddings GenAI Applications RAG Search and Retrieval Vector Databases

Neo4j

Short Course

Open Source Models with Hugging Face

Learn how to easily build AI applications using open-source models and Hugging Face tools. Find and filter open-source models on Hugging Face Hub.

Chatbots Generative Models MultiModal NLP Prompt Engineering Transformers

AI Safety GenAI Applications Generative Models Prompt Engineering Transformers

Short Course

Prompt Engineering with Llama 2&3

Learn best practices for prompting and selecting among Meta Llama 2 & 3 models. Interact with Meta Llama 2 Chat, Code Llama, and Llama Guard models.

Serverless LLM Apps Amazon Bedrock

Learn how to deploy an LLM-based application into production using serverless technology. Learn to prompt and customize LLM responses with Amazon Bedrock.

Event-Driven AI GenAI Applications LLMOps

AWS

Short Course

Building Applications with Vector Databases

Learn to build six applications powered by vector databases, including semantic search, retrieval augmented generation (RAG), and anomaly detection.

Anomaly Detection Embeddings MultiModal Vector Databases

Pinecone

Short Course

Automated Testing for LLMOps

Learn how to create an automated CI pipeline to evaluate your LLM applications on every change, for faster and safer development.

Evaluation and Monitoring LLMOps MLOps Prompt Engineering

CircleCI

Short Course

LLMOps

Learn LLMOps best practices as you design and automate steps to fine-tune and deploy an LLM for a specific task.

AI Safety Chatbots Data Processing Evaluation and Monitoring Fine-Tuning LLMOps

AI Frameworks Chatbots GenAI Applications Prompt Engineering RAG Search and Retrieval

Short Course

Build LLM Apps with LangChain.js

Expand your toolkit with LangChain.js, a JavaScript framework for building with LLMs. Understand the fundamentals of using LangChain to orchestrate and chain modules.

Embeddings Fine-Tuning GenAI Applications RAG Search and Retrieval

Short Course

Advanced Retrieval for AI with Chroma

Learn advanced retrieval techniques to improve the relevancy of retrieved results. Learn to recognize poor query results and use LLMs to improve queries.

Chroma

Short Course

Reinforcement Learning From Human Feedback

Get an introduction to tuning and evaluating LLMs using Reinforcement Learning from Human Feedback (RLHF) and fine-tune the Llama 2 model.

Fine-Tuning Generative Models LLMOps Transformers

AI Frameworks Evaluation and Monitoring GenAI Applications LLMOps RAG Search and Retrieval

Short Course

Building and Evaluating Advanced RAG

Learn advanced RAG retrieval methods like sentence-window and auto-merging that outperform baselines, and evaluate and iterate on your pipeline's performance.

TruEra, LlamaIndex

Short Course

Quality and Safety for LLM Applications

Learn how to evaluate the safety and security of your LLM applications and protect against risks. Monitor and enhance security measures to safeguard your apps.

AI Safety Embeddings Evaluation and Monitoring GenAI Applications Vector Databases

WhyLabs

Short Course

Vector Databases: from Embeddings to Applications

Design and execute real-world applications of vector databases. Build efficient, practical applications, including hybrid and multilingual searches.

Embeddings GenAI Applications RAG Search and Retrieval Vector Databases

Weaviate

Short Course

Functions, Tools and Agents with LangChain

Learn about the latest advancements in LLM APIs and use LangChain Expression Language (LCEL) to compose and customize chains and agents.

AI Frameworks Agents Chatbots Generative Models Prompt Engineering RAG

AI in Software Development GenAI Applications Prompt Engineering

Short Course

Pair Programming with a Large Language Model

Learn how to prompt an LLM to help improve, debug, understand, and document your code. Use LLMs to simplify your code and enhance productivity.

Google

Short Course

Understanding and Applying Text Embeddings

Learn how to accelerate the application development process with text embeddings for sentence and paragraph meaning.

Embeddings GenAI Applications NLP RAG Search and Retrieval

AI Frameworks Chatbots GenAI Applications Prompt Engineering RAG

Short Course

How Business Thinkers Can Start Building AI Plugins With Semantic Kernel

Learn Microsoft's open source orchestrator, Semantic Kernel and use LLM building blocks such as memory, connectors, chains and planners in your apps.

Microsoft

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

Lamini

Short Course

Large Language Models with Semantic Search

Learn to use LLMs to enhance search and summarize results, using Cohere Rerank and embeddings for dense retrieval.

Embeddings NLP RAG Search and Retrieval Vector Databases

Cohere

Short Course

Evaluating and Debugging Generative AI

Learn MLOps tools for managing, versioning, debugging, and experimenting in your ML workflow.

Evaluation and Monitoring Fine-Tuning Generative Models LLMOps MLOps MultiModal Prompt Engineering

Weights & Biases

Short Course

Building Generative AI Applications with Gradio

Create and demo machine learning applications quickly. Share your app with teammates and beta testers on Hugging Face Spaces.

Chatbots Diffusion Models GenAI Applications Generative Models

Computer Vision Document Processing Embeddings RAG Vector Databases

Short Course

LangChain Chat with Your Data

Create a chatbot with LangChain to interface with your private data and documents. Learn from LangChain creator, Harrison Chase.

AI Frameworks Agents Chatbots Generative Models Prompt Engineering RAG

Short Course

LangChain for LLM Application Development

Use the powerful and extensible LangChain framework, using prompts, parsing, memory, chains, question answering, and agents.

Deep Learning Diffusion Models GenAI Applications Generative Models

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.

Short Course

Building Systems with the ChatGPT API

Learn to break down complex tasks, automate workflows, chain LLM calls, and get better outputs from LLMs. Evaluate LLM inputs and outputs for safety and relevance.

AI Safety Chatbots GenAI Applications Generative Models Prompt Engineering

GenAI Applications Prompt Engineering Transformers

Short Course

ChatGPT Prompt Engineering for Developers

Learn the fundamentals of prompt engineering for ChatGPT. Learn effective prompting, and how to use LLMs for summarizing, inferring, transforming, and expanding.