AI Courses & Tutorials

Course
Creating AI Applications using Retrieval-Augmented Generation (RAG)
Learn how to give your large language model the powers of retrieval with RAG, and build a RAG app with Streamlit and ChromaDB.
With Certificate
Intermediate
1 hour
Course
Generating Text with PyTorch
Learn how to use Python to build text generation models based on neural networks like RNNs and LSTMs in this PyTorch tutorial.
With Certificate
Intermediate
1 hour
Skill path
Generative AI for Everyone
Learn the basics of generative AI and best prompt engineering practices when using AI chatbots like ChatGPT to create new content.
Includes 6 Courses
With Certificate
Beginner Friendly
4 hours
Course
Learn Prompt Engineering
Learn about effective prompting techniques to craft high-quality prompts, maximizing your use of generative AI.
With Certificate
Beginner Friendly
1 hour
Free course
Learn the OpenAI API Playground
Learn to optimize conversational AI with our OpenAI API Playground course. Discover system prompts, message history management, and AI customization.
Beginner Friendly
< 1 hour
Course
OpenAI API Coding with JavaScript
Leverage the OpenAI API within your JavaScript code. Learn to customize prompts and hyperparameters for optimal output.
With Certificate
Intermediate
1 hour
Course
OpenAI API Coding with Python
Leverage the OpenAI API within your Python code. Learn to import OpenAI modules, use chat completion methods, and craft effective prompts.
With Certificate
Intermediate
1 hour
Course
Unit Test Development with Generative AI
Discover how Generative AI like ChatGPT can be used to create Python unit tests. Understand the Security Test Pyramid and best practices for AI unit testing.
With Certificate
Intermediate
1 hour
Free course
Generative AI on AWS: Deploying & Managing GenAI Services on AWS
Discover AWS services for generative AI deployment. Optimize data, train models, and ensure security with SageMaker. Build scalable, efficient GenAI applications.
Intermediate
1 hour
Free course
Generative AI on AWS: Creating Intelligent Chatbots
Learn to create intelligent chatbots using Amazon Lex and Polly. Dive into context-aware conversations, sentiment analysis, and integration with high-security standards.
Intermediate
1 hour
Free course
Generative AI & the Azure Bot AI Service
Master Azure Bot Service: Create smart chatbots with generative AI and Copilot Studio. Deploy CLU models, explore Cognitive Services and scaling, and ensure data security.
Intermediate
1 hour
Free course
Generative AI on AWS: Generating Speech with Amazon Polly
Generate natural speech with Amazon Polly. Discover text processing, voice customization, SSML implementation, secure usage, and cost optimization techniques.
Intermediate
1 hour
Course
Finetuning Transformer Models
Master the art of LLM finetuning with LoRA, QLoRA, and Hugging Face. Learn how to prepare, train and optimize models for specific tasks efficiently.
With Certificate
Intermediate
3 hours
Free course
Deep Dive Into Generative AI with Azure OpenAI
Learn Azure OpenAI: architecture, OpenAI Studio, model customization and deployment, text and image generation, integration, privacy and compliance issues, and more.
Intermediate
2 hours
Free course
Generative AI on AWS: Generating Code with Amazon CodeWhisperer
Unleash productivity with Amazon CodeWhisperer. Learn setup, automated code generation, software optimization, and security configuration best practices.
Intermediate
1 hour
Free course
Generative AI on GCP: Building Generative AI-powered Apps in GCP
Create a generative AI app on GCP. Learn environment setup, model building with TensorFlow, training loop creation, dockerization of training script, and model deployment to API endpoint.
Intermediate
1 hour
Free course
Generative AI on AWS: Building GenAI Models with Amazon Bedrock
Unlock Amazon Bedrock's potential for GenAI. Learn core concepts, model design, project evaluation, and innovative GenAI business application development.
Intermediate
1 hour
Free course
Generative AI on GCP: Deep Dive Into Generative AI Studio
Explore Generative AI Studio on GCP. Learn language model training, tuning, performance evaluation, deployment, and speech-to-text conversion.
Intermediate
2 hours
Free course
Creating documents efficiently with Copilot for Microsoft 365
Leverage AI with Copilot for Microsoft 365. Enhance document creation in Word, amplify presentations in PowerPoint, boost collaboration in Loop, and facilitates brainstorming in Whiteboard.
Beginner Friendly
1 hour
Course
PyTorch for Classification
Build AI classification models with PyTorch using binary and multi-label techniques.
With Certificate
Beginner Friendly
3 hours
Free course
Generative AI on AWS: Building GenAI Models with Amazon SageMaker
Build cutting-edge generative AI models with Amazon SageMaker. Explore GANs, VAEs, optimization, transfer learning, deployment, and monitoring techniques.
Intermediate
2 hours
Free course
Optimizing communication & information with Copilot for Microsoft 365
Boost productivity with Copilot for Microsoft 365. Learn AI chat management, outlook email summarization, and extracting insights from OneNote and Excel.
Beginner Friendly
1 hour
Free course
Generative AI on GCP: Harnessing Generative AI with Vertex AI
Leverage Vertex AI on GCP for generative AI projects. Explore genAI models, AI Studio, Vertex API, model garden, custom model creation, and ethical AI development.
Intermediate
1 hour
Skill path
Build a Machine Learning Model
Learn to build machine learning models with Python.
Includes 10 Courses
With Certificate
Beginner Friendly
23 hours
Free course
Using OpenAI APIs: Accessing OpenAI APIs from Python
Excel in OpenAI APIs using Python. Discover API key authentication, access to completions APIs via endpoints, model configurations, and control of creativity and response length.
Beginner Friendly
2 hours
Free course
Using OpenAI APIs: Using Image & Audio APIs
Explore OpenAI's DALL-E and Whisper models. Generate stunning images with text prompts, transcribe and translate multilingual audio with high accuracy.
Intermediate
1 hour
Free course
Using OpenAI APIs: Fine-tuning Models, the Assistants API, & Embeddings
Explore fine-tuning AI models like GPT-3 and 4 with OpenAI APIs. Learn to utilize the Assistants API and understand the creation and comparison of text embeddings.
Intermediate
1 hour
Free course
Using OpenAI APIs: Exploring APIs with the OpenAI Playground
Explore GPT models in the OpenAI Playground. Experiment with parameters to fine-tune responses and learn how to utilize multiple APIs, including chat completions and assistant APIs.
Beginner Friendly
2 hours
Free course
Generative AI Models: Getting Started with Autoencoders
Dive into unsupervised learning with autoencoders. Train models to reconstruct high-dimensional images and denoise corrupted images using PyTorch in colab.
Intermediate
2 hours
Course
Defending Against AI-Generated Attacks
Dive into the dangerous world of AI phishing and learn how to protect yourself from attacks and misinformation.
With Certificate
Beginner Friendly
1 hour
Free course
Generative AI Models: Generating Data Using Generative Adversarial Networks
Dive into AI with Generative Adversarial Networks (GANs). Learn to use PyTorch for model creation and training, and Deep Convolutional GANs for image optimization.
Intermediate
2 hours
Free course
Generative AI Models: Generating Data Using Variational Autoencoders
Master VAEs for image generation: Learn probabilistic encoders and decoders. Train models on multichannel color images using Python in Colab.
Intermediate
1 hour
Free course
Intro to AI Transformers
Learn about what transformers are (the T of GPT) and how to work with them using Hugging Face libraries
Intermediate
2 hours
Free course
Generative AI on GCP: Empowering Machine Language Workflows with Vertex AI
Learn Vertex AI on GCP: end-to-end ML workflows, model deployment, training, data preparation, feature engineering, and evaluation for effective AI solutions.
Intermediate
2 hours
Free course
Intro to Midjourney
Dive into the world of generative image-based-artificial intelligence (or AI) and learn how to use Midjourney!
Beginner Friendly
< 1 hour
Free course
Learning Django Using Generative AI Help
Learn Django using generative AI tools. Dive into Django's MTV architecture, use AI tools for project setup, and create a robust web application.
Beginner Friendly
2 hours
Free course
Generative AI on GCP: An Introduction
Dive into generative AI on Google Cloud Platform. Learn AI development, GCP advantages and machine learning services, image generation, NLP, and more.
Beginner Friendly
2 hours
Free course
Creating Django Views & Models
Master Django views and models using generative AI. Incorporate dynamic content, Bootstrap theming, and SQLite database integration for robust web apps.
Intermediate
2 hours
Free course
Prompt Engineering to Build a Django App
Develop real-world applications using Django with generative AI tools. Learn database interaction, data modification, and UI creation with HTML templates.
Intermediate
2 hours
Free course
Prompt Engineering: Covering Tracks with GenAI
Explore the fusion of traditional stealth hacking techniques with generative AI. Learn how AI detects and mitigates track-covering activities through real-world case studies.
Intermediate
1 hour
Free course
Optimizing Code with Generative AI Case Study
Leverage generative AI tools to optimize code readability, maintainability, testability, and resource efficiency, fostering streamlined development.
Beginner Friendly
< 1 hour
Free course
Prompt Engineering: Mobile Platform Security in the GenAI Era
Fortify mobile platform security using generative AI. Learn AI-driven attack methods, fix app vulnerabilities, and understand AI's role in mobile hacking.
Intermediate
1 hour
Free course
Generative AI on AWS: Getting Started
Unlock AWS AI/GenAI services for businesses. Explore AWS GenAI services, foundational models, and infrastructure for developing and deploying GenAI solutions seamlessly.
Intermediate
1 hour
Free course
Intro to PyTorch and Neural Networks
Learn how to use PyTorch to build, train, and test artificial neural networks in this course.
Intermediate
3 hours
Free course
Streamline Resume Creation with Generative AI Case Study
Use generative AI to create a custom resume, tailor-made to a specific job application that includes relevant keywords for improved discoverability.
Beginner Friendly
< 1 hour
Free course
Creating Quick STEAM Activities with Generative AI Case Study
Use generative AI to help in creating quick STEAM activities. Create items like lesson handouts, design specifications, material lists, and more.
Beginner Friendly
< 1 hour
Free course
Pair Programming with Generative AI Case Study
Use generative AI for pair programming by teaming up with an AI system to generate Python code in the driver-navigator style of pair programming
Beginner Friendly
< 1 hour
Free course
Unit Testing with Generative AI Case Study
Use generative AI to help create a unit test for Python code. Generative AI can generate unit tests for all of the functions of a Python class.
Beginner Friendly
< 1 hour
Free course
Differentiate for Language and Reading Level With Generative AI Case Study
Use generative AI to create text at various levels of reading and language level. This can help streamline efforts for the creation of educational material
Beginner Friendly
< 1 hour
Free course
Debug Python Code with Generative AI Case Study
Use generative AI to resolve Python code issues. Generative AI can help you fix bugs, test and simulate code, optimize and improve performance, and much more.
Beginner Friendly
< 1 hour
Free course
Write a Sales Outreach Email with Generative AI Case Study
Use generative AI to create an effective sales outreach email
Beginner Friendly
< 1 hour
Free course
Prompt Engineering: Cloud Computing & IoT Hacking in the Era of GenAI
Explore cloud computing, IoT, and AI interplay. Learn about common cloud service and IoT vulnerabilities, conduct simulated hacks, and reinforce security using generative AI.
Intermediate
2 hours
Free course
Prompt Engineering: Web Application & Database Hacking in the Age of GenAI
Explore ethical hacking with AI for web application and database security. Learn to mitigate AI-assisted attacks, secure databases, and patch vulnerabilities effectively.
Intermediate
2 hours
Free course
Prompt Engineering: GenAI's Impact on Network & Perimeter Ethical Hacking
Understand network and perimeter hacking, AI's impact on security, and AI-driven defenses. Explore real-world examples and fortify network defenses.
Intermediate
1 hour
Free course
Generative AI with Azure OpenAI
Explore Azure OpenAI service. Learn about models, practical uses, text answering, pricing, limitations, and future prospects of Azure OpenAI.
Beginner Friendly
1 hour
Free course
Intro to Hugging Face
Learn about the Hugging Face AI and machine learning platform, and how their tools can streamline ML and AI development.
Beginner Friendly
< 1 hour
Free course
Introduction to Generative AI on Azure
Explore generative AI on Azure. Learn Azure OpenAI, Bot, and Machine Learning services. Master chatbot creation, personalized marketing, and model tuning.
Beginner Friendly
1 hour
Free course
Discovering Copilot for Windows 11
Leverage Copilot on Windows 11 for increased efficiency and productivity. Learn to take screenshots, activate system settings, and generate creative text and images.
Beginner Friendly
< 1 hour
Free course
Learn How to Use AI for Data Analysis
Ready to learn how to use AI for data analysis in Python? We’ll show you how to use AI like ChatGPT or Gemini as your own personal analytics assistant.
Intermediate
< 1 hour
Free course
Intro to GitHub Copilot
Learn how to use GitHub Copilot to streamline your workflow and development. This course provides an in-depth understanding of the AI-driven coding assistant.
Intermediate
< 1 hour
Free course
Prompt Engineering: Generative AI for Malware & Social Engineering
Explore ethical hacking techniques to fight malware and social engineering. Learn how generative AI enhances threat detection and prevention.
Intermediate
1 hour
Free course
Prompt Engineering: Generative AI for System Hacking
Discover how generative AI enhances ethical hacking techniques and detects system vulnerabilities. Learn best practices for preventing system hacking and conducting AI-driven penetration tests.
Intermediate
1 hour
Free course
Embracing Risk and Learning from Setbacks with AI Projects
Learn to balance innovation and risk in AI technology implementation. Foster a culture of resilience, continuous learning, and agility for effective AI leverage.
Beginner Friendly
< 1 hour
Free course
Prompt Engineering: Generative AI for Scanning & Enumeration
Explore the convergence of ethical hacking and AI. Learn how generative AI strengthens network scanning and enumeration in cybersecurity.
Intermediate
1 hour
Free course
Prompt Engineering: Generative AI for Reconnaissance
Leverage generative AI and reconnaissance for advanced cybersecurity defense. Learn how ethical hackers utilize these techniques.
Intermediate
1 hour
Free course
Prompt Engineering: Ethical Hacking & Generative AI Fusion
Dive into ethical hacking and generative AI. Learn to leverage AI for cybersecurity and understand the dynamics of security and innovation.
Intermediate
1 hour
Free course
Leading through the AI Disruption with Empathy
Explore AI's impact on businesses and the importance of empathy in leadership. Learn how emotional intelligence fosters a supportive work culture amid AI disruption.
Beginner Friendly
< 1 hour
Free course
Encouraging Innovation and Experimentation with AI
Leverage AI to foster a culture of innovation with an experimental mindset. Learn strategies for continuous improvement and successful transformations.
Beginner Friendly
< 1 hour
Free course
Intro to OpenAI API
Explore OpenAI’s API and learn how to write more effective generative AI prompts that help improve your results.
Beginner Friendly
< 1 hour
Free course
Leading in the Age of Generative AI
Navigate generative AI's impact. Gain insights, develop mindset for implementation, explore strategies for business transformation through AI.
Beginner Friendly
1 hour
Free course
Intro to Large Language Models (LLMs)
Learn the basics of large language models (LLMs) and text-based Generative Artificial Intelligence (AI). We’ll show you how LLMs work and how they’re used.
Beginner Friendly
1 hour
Free course
Intro to AI Strategy
Learn the basics of responsible AI use and how to navigate some of the most common AI risks and drawbacks.
Beginner Friendly
< 1 hour
Free course
Creating Marketing Assets with Generative AI Case Study
Use ChatGPT and DALL-E 3 to create various forms of marketing assets from product descriptions to company logos.
Beginner Friendly
< 1 hour
Free course
Learn How to Use AI for Coding
Ready to learn how to use AI for coding? Learn how to use generative AI tools like ChatGPT to generate code and expedite your development.
Beginner Friendly
1 hour
Free course
Navigating AI Ethical Challenges and Risks
Understand ethical challenges in generative AI. Learn about challenges, risks, data privacy, algorithmic bias, and decision-making frameworks for responsible use.
Beginner Friendly
< 1 hour
Free course
Recognizing Hallucinations, Inaccuracies, and Bias in AI
Demystify AI-generated content challenges - hallucinations, inaccuracies, biases. Develop detection skills and bias correction methods. Explore ethical AI use for transparency.
Beginner Friendly
< 1 hour
Free course
Intro to Generative AI
Dive into the many forms of generative AI and learn how we can best use these new technologies!
Beginner Friendly
< 1 hour
Free course
Learn How to Use AI for Marketing
This course breaks down how to use generative AI for marketing. You’ll learn how to use ChatGPT and Midjourney for research, strategy, and content creation.
Beginner Friendly
1 hour
Course
Language Models in Python: Basic Chatbots
Build rules- and retrieval-based chatbots in Python.
Intermediate
6 hours
Course
Language Models in Python: Generative Chatbots
Build chatbots in Python using deep learning.
Intermediate
1 hour
Free course
Intro to Language Models in Python
Build the basic language models in Python.
Intermediate
4 hours
Course
Deep Learning with TensorFlow: Image Classification
Classify image data with deep learning.
Intermediate
2 hours
Course
Deep Learning with TensorFlow: Classification
Build deep learning models to classify data.
Intermediate
2 hours
Free course
Intro to Deep Learning with TensorFlow
Build basic deep learning models in TensorFlow.
Intermediate
4 hours
Free course
The Role of ChatGPT in Shaping Our Future
Start your journey into the world of generative AI and ChatGPT and see the role they will have in shaping our future.
Beginner Friendly
< 1 hour
Free course
Learn How to Use ChatGPT
Ready to dive into the world of Generative AI? Learn how ChatGPT works, how to use ChatGPT in your everyday life, and how to write effective ChatGPT prompts.
Beginner Friendly
1 hour
Free course
Learn Recommender Systems
Leverage machine learning to make recommendations with recommender systems.
Intermediate
< 1 hour
Free course
Machine Learning: Perceptrons
Level up your machine learning skills by learning how to build perceptrons: the foundations of neural networks.
Beginner Friendly
1 hour
Free course
Analyze Taylor Swift Lyrics with Python Case Study
Use sentiment analysis and natural language processing to analyze Taylor Swift's lyrics.
Beginner Friendly
< 1 hour
Skill path
Data and Programming Foundations for AI
Learn the coding, data science, and math you need to get started as a Machine Learning or AI engineer.
Includes 9 Courses
With Certificate
Beginner Friendly
38 hours
Career path
Machine Learning/AI Engineer
Machine Learning/AI Engineers build end-to-end ML applications and power many of the apps we use every day. They work in Python, Git, & ML.
Includes 7 Courses
With Certificate
Intermediate
50 hours
Career path
Data Scientist: Natural Language Processing Specialist
NLP Data Scientists find meaning in language, analyze text and speech, and create chatbots. They use Python, SQL, & NLP to answer questions.
Includes 31 Courses
With Certificate
Beginner Friendly
100 hours
Free course
Machine Learning: Artificial Intelligence Decision Making with Minimax
Teach computers how to make decisions and play games with the Minimax Algorithm!
Advanced
2 hours
Course
Language Models in Python: Generative Text
Learn how to generate and translate text using deep learning.
With Certificate
Intermediate
1 hour
Skill path
Build Deep Learning Models with TensorFlow
Use TensorFlow to build and tune deep learning models.
Includes 7 Courses
With Certificate
Intermediate
10 hours
Free course
Explainable AI
Learn how to interpret the decision-making process of deep neural networks.
Intermediate
1 hour
Skill path
Build Chatbots with Python
Build rules-based and generative AI chatbots with Python
Includes 6 Courses
With Certificate
Beginner Friendly
29 hours
Course
Getting Started with Natural Language Processing
Humans communicate with language, but computers communicate with data. Discover how to translate between the two in this course.
With Certificate
Beginner Friendly
1 hour
Course
Learn Python 3
Learn the basics of Python 3.12, one of the most powerful, versatile, and in-demand programming languages today.
With Certificate
Beginner Friendly
23 hours
Free course
Learn to Program Alexa
Learn how to build and host Alexa Skills that respond to users’ vocal commands.
Beginner Friendly
2 hours
Free course
Learn Conversational Design with Alexa
Learn how to use advanced techniques like entity resolution and dialog management to build more conversational Alexa skills.
Intermediate
3 hours

AI

Related resources

Related resources

Need guidance? Ask our AI Learning Assistant

Learn the latest in AI

Intro to Generative AI

Learn How to Use ChatGPT

Learn How to Use AI for Marketing

Intro to Deep Learning with TensorFlow

Intro to Generative AI

Learn How to Use ChatGPT

Learn How to Use AI for Marketing

Intro to Deep Learning with TensorFlow

AI courses

Level

Price

Type

Average time to complete

Projects

AI courses

Creating AI Applications using Retrieval-Augmented Generation (RAG)

Generating Text with PyTorch

Generative AI for Everyone

Learn Prompt Engineering

Learn the OpenAI API Playground

OpenAI API Coding with JavaScript

OpenAI API Coding with Python

Unit Test Development with Generative AI

Generative AI on AWS: Deploying & Managing GenAI Services on AWS

Generative AI on AWS: Creating Intelligent Chatbots

Generative AI & the Azure Bot AI Service

Generative AI on AWS: Generating Speech with Amazon Polly

Finetuning Transformer Models

Deep Dive Into Generative AI with Azure OpenAI

Generative AI on AWS: Generating Code with Amazon CodeWhisperer

Generative AI on GCP: Building Generative AI-powered Apps in GCP

Generative AI on AWS: Building GenAI Models with Amazon Bedrock

Generative AI on GCP: Deep Dive Into Generative AI Studio

Creating documents efficiently with Copilot for Microsoft 365

PyTorch for Classification

Generative AI on AWS: Building GenAI Models with Amazon SageMaker

Optimizing communication & information with Copilot for Microsoft 365

Generative AI on GCP: Harnessing Generative AI with Vertex AI

Build a Machine Learning Model

Using OpenAI APIs: Accessing OpenAI APIs from Python

Using OpenAI APIs: Using Image & Audio APIs

Using OpenAI APIs: Fine-tuning Models, the Assistants API, & Embeddings

Using OpenAI APIs: Exploring APIs with the OpenAI Playground

Generative AI Models: Getting Started with Autoencoders

Defending Against AI-Generated Attacks

Generative AI Models: Generating Data Using Generative Adversarial Networks

Generative AI Models: Generating Data Using Variational Autoencoders

Intro to AI Transformers

Generative AI on GCP: Empowering Machine Language Workflows with Vertex AI

Intro to Midjourney

Learning Django Using Generative AI Help

Generative AI on GCP: An Introduction

Creating Django Views & Models

Prompt Engineering to Build a Django App

Prompt Engineering: Covering Tracks with GenAI

Optimizing Code with Generative AI Case Study

Prompt Engineering: Mobile Platform Security in the GenAI Era

Generative AI on AWS: Getting Started

Intro to PyTorch and Neural Networks

Streamline Resume Creation with Generative AI Case Study

Creating Quick STEAM Activities with Generative AI Case Study

Pair Programming with Generative AI Case Study

Unit Testing with Generative AI Case Study

Differentiate for Language and Reading Level With Generative AI Case Study

Debug Python Code with Generative AI Case Study

Write a Sales Outreach Email with Generative AI Case Study

Prompt Engineering: Cloud Computing & IoT Hacking in the Era of GenAI

Prompt Engineering: Web Application & Database Hacking in the Age of GenAI

Prompt Engineering: GenAI's Impact on Network & Perimeter Ethical Hacking

Generative AI with Azure OpenAI

Intro to Hugging Face

Introduction to Generative AI on Azure

Discovering Copilot for Windows 11

Learn How to Use AI for Data Analysis

Intro to GitHub Copilot