DeepLearning.AI
AI is the new electricity and will transform and improve nearly all areas of human lives.

💻   Accessing Utils File and Helper Functions

In each notebook on the top menu:

1:   Click on "File"

2:   Then, click on "Open"

You will be able to see all the notebook files for the lesson, including any helper functions used in the notebook on the left sidebar. See the following image for the steps above.


💻   Downloading Notebooks

In each notebook on the top menu:

1:   Click on "File"

2:   Then, click on "Download as"

3:   Then, click on "Notebook (.ipynb)"


💻   Uploading Your Files

After following the steps shown in the previous section ("File" => "Open"), then click on "Upload" button to upload your files.


📗   See Your Progress

Once you enroll in this course—or any other short course on the DeepLearning.AI platform—and open it, you can click on 'My Learning' at the top right corner of the desktop view. There, you will be able to see all the short courses you have enrolled in and your progress in each one.

Additionally, your progress in each short course is displayed at the bottom-left corner of the learning page for each course (desktop view).


📱   Features to Use

🎞   Adjust Video Speed: Click on the gear icon (⚙) on the video and then from the Speed option, choose your desired video speed.

🗣   Captions (English and Spanish): Click on the gear icon (⚙) on the video and then from the Captions option, choose to see the captions either in English or Spanish.

🔅   Video Quality: If you do not have access to high-speed internet, click on the gear icon (⚙) on the video and then from Quality, choose the quality that works the best for your Internet speed.

🖥   Picture in Picture (PiP): This feature allows you to continue watching the video when you switch to another browser tab or window. Click on the small rectangle shape on the video to go to PiP mode.

√   Hide and Unhide Lesson Navigation Menu: If you do not have a large screen, you may click on the small hamburger icon beside the title of the course to hide the left-side navigation menu. You can then unhide it by clicking on the same icon again.


🧑   Efficient Learning Tips

The following tips can help you have an efficient learning experience with this short course and other courses.

🧑   Create a Dedicated Study Space: Establish a quiet, organized workspace free from distractions. A dedicated learning environment can significantly improve concentration and overall learning efficiency.

📅   Develop a Consistent Learning Schedule: Consistency is key to learning. Set out specific times in your day for study and make it a routine. Consistent study times help build a habit and improve information retention.

Tip: Set a recurring event and reminder in your calendar, with clear action items, to get regular notifications about your study plans and goals.

☕   Take Regular Breaks: Include short breaks in your study sessions. The Pomodoro Technique, which involves studying for 25 minutes followed by a 5-minute break, can be particularly effective.

💬   Engage with the Community: Participate in forums, discussions, and group activities. Engaging with peers can provide additional insights, create a sense of community, and make learning more enjoyable.

✍   Practice Active Learning: Don't just read or run notebooks or watch the material. Engage actively by taking notes, summarizing what you learn, teaching the concept to someone else, or applying the knowledge in your practical projects.


📚   Enroll in Other Short Courses

Keep learning by enrolling in other short courses. We add new short courses regularly. Visit DeepLearning.AI Short Courses page to see our latest courses and begin learning new topics. 👇

👉👉 🔗 DeepLearning.AI – All Short Courses [+]


🙂   Let Us Know What You Think

Your feedback helps us know what you liked and didn't like about the course. We read all your feedback and use them to improve this course and future courses. Please submit your feedback by clicking on "Course Feedback" option at the bottom of the lessons list menu (desktop view).

Also, you are more than welcome to join our community 👉👉 🔗 DeepLearning.AI Forum


Choose Your Learning Path

Enjoy 30% Off Now. Cancel Anytime!

MonthlyYearly

Change Your Plan

Your subscription plan will change at the end of your current billing period. You’ll continue to have access to your current plan until then.

View All Plans and Features

Welcome back!

We'd like to know you better so we can create more relevant courses. What do you do for work?

DeepLearning.AI
  • Explore Courses
  • Community
    • Forum
    • Events
    • Ambassadors
    • Ambassador Spotlight
  • My Learnings

AI Agentic Design Patterns with AutoGenAI Agents in LangGraphAI Python for BeginnersAI for EveryoneAdvanced Retrieval for AI with ChromaBuild Apps with Windsurf’s AI Coding AgentsBuild LLM Apps with LangChain.jsBuild Long-Context AI Apps with JambaBuilding AI Applications With HaystackBuilding AI Browser Agents
Evaluating AI Agents
Short Course

Evaluating AI Agents

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

AgentsEvaluation and MonitoringGenAI ApplicationsLLMOpsMLOpsPrompt EngineeringTask Automation
  • Arize AI
Arize AI
Building an AI-Powered Game
Short Course

Building an AI-Powered Game

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

AI SafetyAI in Software DevelopmentGenAI ApplicationsGenerative ModelsLLMOpsPrompt Engineering
  • Together AI
  • AI Dungeon
Together AI, AI Dungeon
Building AI Browser Agents
Short Course

Building AI Browser Agents

Build agents that navigate and interact with websites, and learn how to make them more reliable.

AI FrameworksAgentsEvaluation and MonitoringFine-TuningGenAI ApplicationsTask Automation
  • AGI Inc
AGI Inc
Building AI Voice Agents for Production
Short Course

Building AI Voice Agents for Production

Build responsive, scalable, and human-like AI voice applications.

AgentsEvaluation and MonitoringGenAI ApplicationsLLMOpsNLPPrompt Engineering
  • LiveKit
  • RealAvatar
LiveKit, RealAvatar
Safe and reliable AI via guardrails
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 SafetyChatbotsEvaluation and MonitoringGenAI ApplicationsLLMOpsNLPPrompt EngineeringRAG
  • GuardrailsAI
GuardrailsAI
AI Agentic Design Patterns with AutoGen
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 FrameworksAgentsGenAI ApplicationsRAGTask Automation
  • Microsoft
  • Penn State University
Microsoft, Penn State University
Advanced Retrieval for AI with Chroma
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.

EmbeddingsFine-TuningGenAI ApplicationsRAGSearch and Retrieval
  • Chroma
Chroma
Build Apps with Windsurf’s AI Coding Agents
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 DevelopmentAgentsGenAI ApplicationsPrompt EngineeringSearch and RetrievalTask Automation
  • Windsurf
Windsurf
Build Long-Context AI Apps with Jamba
Short Course

Build Long-Context AI Apps with Jamba

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

Document ProcessingGenAI ApplicationsGenerative ModelsNLPPrompt EngineeringRAG
  • AI21 labs
AI21 labs
Practical Multi AI Agents and Advanced Use Cases with crewAI
Short Course

Practical Multi AI Agents and Advanced Use Cases with crewAI

Build agents that collaborate to solve complex business tasks.

AgentsChatbotsGenAI ApplicationsGenerative ModelsTask Automation
  • crewAI
crewAI
AI Agents in LangGraph
Short Course

AI Agents in LangGraph

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

AI FrameworksAgentsChatbotsDocument ProcessingGenAI ApplicationsGenerative ModelsSearch and Retrieval
  • LangChain
  • Tavily
LangChain, Tavily
Collaborative Writing and Coding with OpenAI Canvas
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.

AgentsGenAI ApplicationsMultiModalNLPPrompt Engineering
  • OpenAI
OpenAI
Building toward Computer Use with Anthropic
Short Course

Building toward Computer Use with Anthropic

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

AI SafetyAgentsChatbotsGenAI ApplicationsGenerative ModelsMultiModalPrompt EngineeringTask Automation
  • Anthropic
Anthropic
Building Generative AI Applications with Gradio
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.

ChatbotsDiffusion ModelsGenAI ApplicationsGenerative Models
  • Hugging Face
Hugging Face
Building AI Applications With Haystack
Short Course

Building AI Applications With Haystack

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

AI FrameworksAI in Software DevelopmentAgentsDocument ProcessingGenAI ApplicationsPrompt EngineeringRAGTask Automation
  • Haystack
Haystack
Multi AI Agent Systems with crewAI
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 FrameworksAI in Software DevelopmentAgentsGenAI ApplicationsRAGTask Automation
  • crewAI
crewAI
Introducing Multimodal Llama 3.2
Short Course

Introducing Multimodal Llama 3.2

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

AgentsChatbotsComputer VisionFine-TuningGenAI ApplicationsGenerative ModelsMultiModalPrompt Engineering
  • Meta
Meta
MCP: Build Rich-Context AI Apps with Anthropic
Short Course

MCP: Build Rich-Context AI Apps with Anthropic

Build AI apps that access tools, data, and prompts using the Model Context Protocol.

AI FrameworksAgentsChatbotsGenAI ApplicationsLLMOpsPrompt EngineeringTask Automation
  • Anthropic
Anthropic
DSPy: Build and Optimize Agentic Apps
Short Course

DSPy: Build and Optimize Agentic Apps

Build, debug, and optimize AI agents using DSPy and MLflow.

AI FrameworksAgentsEvaluation and MonitoringGenAI ApplicationsLLMOpsMLOpsPrompt EngineeringRAGSearch and RetrievalTask Automation
  • Databricks
Databricks
Vibe Coding 101 with Replit
Short Course

Vibe Coding 101 with Replit

Design, build, and deploy apps with an AI coding agent in an integrated web development environment.

AI in Software DevelopmentAgentsGenAI ApplicationsPrompt Engineering
  • Replit
Replit
Long-Term Agentic Memory With LangGraph
Short Course

Long-Term Agentic Memory With LangGraph

Learn to build AI agents with long-term memory with LangGraph, using LangMem for memory management.

AgentsChatbotsEmbeddingsEvaluation and MonitoringGenAI ApplicationsLLMOpsPrompt EngineeringRAGSearch and RetrievalVector Databases
  • LangChain
LangChain
How Business Thinkers Can Start Building AI Plugins With Semantic Kernel
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.

AI FrameworksChatbotsGenAI ApplicationsPrompt EngineeringRAG
  • Microsoft
Microsoft
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 LearningDiffusion ModelsGenAI ApplicationsGenerative Models
Prompt Engineering with Llama 2&3
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.

AI SafetyGenAI ApplicationsGenerative ModelsPrompt EngineeringTransformers
  • Meta
Meta
ACP: Agent Communication Protocol
Short Course

ACP: Agent Communication Protocol

Build agents that communicate and collaborate across different frameworks using ACP.

AI FrameworksAgentsData ProcessingGenAI ApplicationsLLM ServingPrompt EngineeringRAGSearch and RetrievalTask Automation
  • IBM Research's BeeAI
IBM Research's BeeAI
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 LearningEmbeddingsGenAI ApplicationsMachine LearningNLPTransformers
  • StatQuest
StatQuest
Serverless Agentic Workflows with Amazon Bedrock
Short Course

Serverless Agentic Workflows with Amazon Bedrock

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

AgentsChatbotsGenAI ApplicationsGenerative ModelsRAGTask Automation
  • AWS
AWS
Pair Programming with a Large Language Model
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.

AI in Software DevelopmentGenAI ApplicationsPrompt Engineering
  • Google
Google
Understanding and Applying Text Embeddings
Short Course

Understanding and Applying Text Embeddings

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

EmbeddingsGenAI ApplicationsNLPRAGSearch and Retrieval
  • Google Cloud
Google Cloud
Building Your Own Database Agent
Short Course

Building Your Own Database Agent

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

AgentsData ProcessingGenAI ApplicationsLLMOpsLLM ServingRAGSearch and Retrieval
  • Microsoft
Microsoft
Building Agentic RAG with Llamaindex
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 FrameworksAgentsGenAI ApplicationsPrompt EngineeringRAGSearch and Retrieval
  • LlamaIndex
LlamaIndex
Pretraining LLMs
Short Course

Pretraining LLMs

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

Deep LearningEvaluation and MonitoringFine-TuningGenAI ApplicationsLLMOpsMachine LearningMathematical FoundationsTransformers
  • Upstage
Upstage
Knowledge Graphs for RAG
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.

EmbeddingsGenAI ApplicationsRAGSearch and RetrievalVector Databases
  • Neo4j
Neo4j
Orchestrating Workflows for GenAI Applications
Short Course

Orchestrating Workflows for GenAI Applications

Turn your GenAI prototype into an automated pipeline using Apache Airflow

Data EngineeringData ProcessingEmbeddingsEvaluation and MonitoringEvent-Driven AIGenAI ApplicationsLLMOpsRAGTask AutomationVector Databases
  • Astronomer
Astronomer
Claude Code: A Highly Agentic Coding Assistant
Short Course

Claude Code: A Highly Agentic Coding Assistant

Explore, build, and refine codebases with Claude Code.

AI in Software DevelopmentAgentsChatbotsData ProcessingEvaluation and MonitoringGenAI ApplicationsLLMOpsPrompt EngineeringRAGTask Automation
  • Anthropic
Anthropic
How Transformer LLMs Work
Short Course

How Transformer LLMs Work

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

Deep LearningEmbeddingsGenAI ApplicationsLLMOpsMachine LearningNLPRAGTransformers
  • Jay Alammar, Maarten Grootendorst
Jay Alammar, Maarten Grootendorst
Building Systems with the ChatGPT API
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 SafetyChatbotsGenAI ApplicationsGenerative ModelsPrompt Engineering
  • OpenAI
OpenAI
ChatGPT Prompt Engineering for Developers
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.

GenAI ApplicationsPrompt EngineeringTransformers
  • OpenAI
OpenAI
Event-Driven Agentic Document Workflows
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.

AgentsDocument ProcessingEmbeddingsEvent-Driven AIGenAI ApplicationsRAGSearch and RetrievalTask AutomationVector Databases
  • LlamaIndex
LlamaIndex
Reasoning with o1
Short Course

Reasoning with o1

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

AgentsGenAI ApplicationsMultiModalNLPPrompt Engineering
  • OpenAI
OpenAI