AI and Machine Learning

AI and machine learning are driving innovation across industries. Learn more about generative AI, large language models, and more with these resources.

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[Featured Image] A data scientist uses graph neural networks to make predictions.

An Introduction to Graph Neural Networks

Graphs are a powerful tool to represent data, but machines often find them difficult to analyze. Explore graph neural networks, a deep-learning method designed to address this problem, and learn about the impact this methodology has across industries.

April 11, 2024

Article

[Featured Image] A group of students sit at laptops during a seminar and discuss differences between machine learning vs. neural networks.

Machine Learning vs. Neural Networks: What’s the Difference?

Learn about the differences between machine learning vs. neural networks, as well as relevant careers in these fields.

April 11, 2024

Article

[Featured Image] An adult student sits at a laptop in a library, taking an online machine learning course and learns about the LSTM neural network.

What Is an LSTM Neural Network?

Learn what an LSTM neural network is, how it works, the benefits and limitations compared to other kinds of neural networks, common uses, and specific industry applications.

April 11, 2024

Article

[Featured Image] A data scientist uses graph neural networks to make predictions.

An Introduction to Graph Neural Networks

Graphs are a powerful tool to represent data, but machines often find them difficult to analyze. Explore graph neural networks, a deep-learning method designed to address this problem, and learn about the impact this methodology has across industries.

April 11, 2024

Article

[Featured Image] A group of students sit at laptops during a seminar and discuss differences between machine learning vs. neural networks.

Machine Learning vs. Neural Networks: What’s the Difference?

Learn about the differences between machine learning vs. neural networks, as well as relevant careers in these fields.

April 11, 2024

Article

AI and machine learning courses

IBM

Skills you'll gain: Artificial Intelligence, Generative AI, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Artificial Neural Networks, Governance, Machine Learning, Business Transformation, Ethical Standards And Conduct, Computer Vision, Emerging Technologies, Natural Language Processing

4.7
Rating, 4.7 out of 5 stars
18K reviews

Beginner · Course · 1 - 4 Weeks

University of Pennsylvania

Skills you'll gain: Artificial Intelligence, Algorithms, Python Programming, Theoretical Computer Science, Computational Thinking, Programming Principles, Computer Science

4.6
Rating, 4.6 out of 5 stars
15 reviews

Intermediate · Course · 1 - 4 Weeks

Google

Skills you'll gain: Generative AI, Artificial Intelligence and Machine Learning (AI/ML), Productivity Software, Artificial Intelligence, Data Ethics, Security Awareness, Business Workflow Analysis, Innovation, Automation, Workflow Management, Information Privacy, Human Computer Interaction, Content Creation, Natural Language Processing, Complex Problem Solving

4.7
Rating, 4.7 out of 5 stars
11K reviews

Beginner · Course · 1 - 3 Months

[Featured Image] A data science employee sits at a laptop at a table and explores the various Python libraries that she can use for her job.

What Are Python Libraries for Data Science?

Learn about what Python libraries for data science are, which are popular, their uses, what types of professionals leverage them, their pros and cons, and how you can begin using them.

April 11, 2024

Article

[Featured Image] A professional woman look at a tablet in her office and enjoys using Python automation to speed up some of her daily tasks.

What Is Python Automation? (With Examples)

Learn about Python automation and explore real-world Python automation examples that show how you can use it to increase productivity and workflow.

April 11, 2024

Article

[Featured Image] Two finance professionals sit at a laptop and view financial predictions made by the layers of neural network architecture.

4 Types of Neural Network Architecture

Explore four types of neural network architecture: feedforward neural networks, convolutional neural networks, recurrent neural networks, and generative adversarial networks.

April 11, 2024

Article

[Featured Image] Two content marketers sit at a laptop and have a discussion about the usefulness of Grammarly vs. ChatGPT.

Grammarly vs. ChatGPT: Which One Is Best?

Grammarly and ChatGPT are both cloud-based applications that can generate and evaluate your writing and give you suggestions for fixing things you’ve written or edited. Take a closer look at how each program may meet your needs.

April 11, 2024

Article

[Featured Image] Two colleagues sit and stand at a laptop in an office and discuss whether to use generative AI or predictive AI for their next project.

Generative AI vs. Predictive AI: What’s the Difference?

Explore generative AI and predictive AI and how they differ. This 2025 guide to generative and predictive AI can help you become more comfortable understanding and implementing either tool.

April 10, 2024

Article

[Featured Image] Two colleagues stand in an office and discuss the Hadoop Distributed File System that is used to handle their company's big data.

What Is the Hadoop Distributed File System?

Hadoop is key for big data processing and analytics. Learn more about the Hadoop Distributed File System (HDFS), including the benefits of an Apache Hadoop Distributed File System, and how to find a career that uses HDFS.

April 10, 2024

Article

[Featured Image] Two coworkers stand together in an office and talk about their favorite machine learning frameworks while looking at a smartphone and tablet.

What Are Machine Learning Frameworks?

Machine learning frameworks make working with complex deep learning and machine learning models accessible. Discover details about popular machine learning frameworks, how they work, and how you can start building your career with them.

April 10, 2024

Article

[Featured Image] A man sits at a laptop learning about hidden layers in neural networks during an online course.

What Is a Hidden Layer in a Neural Network?

Uncover the hidden layers inside neural networks and learn what happens in between the input and output, with specific examples from convolutional, recurrent, and generative adversarial neural networks.

April 10, 2024

Article

[Featured Image] A programmer sits at a desk and uses a laptop application that includes lexical analysis.

What Is Lexical Analysis?

Lexical analysis is the first step of text processing used in many artificial intelligence algorithms. Learn why this process is a key step in natural language processing, allowing machines to understand human text more effectively.

April 10, 2024

Article

[Featured Image] An adult student sits at a laptop in a library, taking an online machine learning course and learns about the LSTM neural network.

What Is an LSTM Neural Network?

Learn what an LSTM neural network is, how it works, the benefits and limitations compared to other kinds of neural networks, common uses, and specific industry applications.

April 11, 2024

Article

[Featured Image] A data science employee sits at a laptop at a table and explores the various Python libraries that she can use for her job.

What Are Python Libraries for Data Science?

Learn about what Python libraries for data science are, which are popular, their uses, what types of professionals leverage them, their pros and cons, and how you can begin using them.

April 11, 2024

Article

[Featured Image] A professional woman look at a tablet in her office and enjoys using Python automation to speed up some of her daily tasks.

What Is Python Automation? (With Examples)

Learn about Python automation and explore real-world Python automation examples that show how you can use it to increase productivity and workflow.

April 11, 2024

Article

[Featured Image] Two finance professionals sit at a laptop and view financial predictions made by the layers of neural network architecture.

4 Types of Neural Network Architecture

Explore four types of neural network architecture: feedforward neural networks, convolutional neural networks, recurrent neural networks, and generative adversarial networks.

April 11, 2024

Article

[Featured Image] Two content marketers sit at a laptop and have a discussion about the usefulness of Grammarly vs. ChatGPT.

Grammarly vs. ChatGPT: Which One Is Best?

Grammarly and ChatGPT are both cloud-based applications that can generate and evaluate your writing and give you suggestions for fixing things you’ve written or edited. Take a closer look at how each program may meet your needs.

April 11, 2024

Article

[Featured Image] Two colleagues sit and stand at a laptop in an office and discuss whether to use generative AI or predictive AI for their next project.

Generative AI vs. Predictive AI: What’s the Difference?

Explore generative AI and predictive AI and how they differ. This 2025 guide to generative and predictive AI can help you become more comfortable understanding and implementing either tool.

April 10, 2024

Article

[Featured Image] Two colleagues stand in an office and discuss the Hadoop Distributed File System that is used to handle their company's big data.

What Is the Hadoop Distributed File System?

Hadoop is key for big data processing and analytics. Learn more about the Hadoop Distributed File System (HDFS), including the benefits of an Apache Hadoop Distributed File System, and how to find a career that uses HDFS.

April 10, 2024

Article

[Featured Image] Two coworkers stand together in an office and talk about their favorite machine learning frameworks while looking at a smartphone and tablet.

What Are Machine Learning Frameworks?

Machine learning frameworks make working with complex deep learning and machine learning models accessible. Discover details about popular machine learning frameworks, how they work, and how you can start building your career with them.

April 10, 2024

Article

[Featured Image] A man sits at a laptop learning about hidden layers in neural networks during an online course.

What Is a Hidden Layer in a Neural Network?

Uncover the hidden layers inside neural networks and learn what happens in between the input and output, with specific examples from convolutional, recurrent, and generative adversarial neural networks.

April 10, 2024

Article

[Featured Image] A programmer sits at a desk and uses a laptop application that includes lexical analysis.

What Is Lexical Analysis?

Lexical analysis is the first step of text processing used in many artificial intelligence algorithms. Learn why this process is a key step in natural language processing, allowing machines to understand human text more effectively.

April 10, 2024

Article

AI and machine learning are changing the way we work, creating new roles and shifting the way businesses innovate. If you're interested in learning about AI and machine learning, we've gathered free articles and resources on those and other data-centric topics, including:

  • Data analytics

  • Data basics

  • Data science

  • Generative AI and ChatGPT

Frequently asked questions (FAQ)