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 podcast creator is recording with a guest and discussing a topic she researched using AI without plagiarizing.

Is Using AI Plagiarism?

The use of artificial intelligence (AI) in content creation is common. As a consequence, content creators will continue to wrestle with questions regarding what constitutes plagiarism regarding the use of AI.

March 18, 2025

Article

[Featured Image] A colleague explaining the concepts of cloud computing and edge AI to another colleague in a professional workspace, with a computer displaying code.

What Are Cloud Computing and Edge AI?

Discover the key features within cloud computing and edge AI and explore how to leverage these features for your own projects.

March 18, 2025

Article

[Featured Image] Three doctors analyzing high-dimensional images of MRI scans.

What Is a Variational Autoencoder?

Learn about variational autoencoders (VAEs), their role in machine learning, and their use in real-world applications like data generation and image processing. Become familiar with best practices in the use of VAEs as well as their future potential.

March 18, 2025

Article

[Featured Image] A podcast creator is recording with a guest and discussing a topic she researched using AI without plagiarizing.

Is Using AI Plagiarism?

The use of artificial intelligence (AI) in content creation is common. As a consequence, content creators will continue to wrestle with questions regarding what constitutes plagiarism regarding the use of AI.

March 18, 2025

Article

[Featured Image] A colleague explaining the concepts of cloud computing and edge AI to another colleague in a professional workspace, with a computer displaying code.

What Are Cloud Computing and Edge AI?

Discover the key features within cloud computing and edge AI and explore how to leverage these features for your own projects.

March 18, 2025

Article

AI and machine learning courses

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

IBM

Skills you'll gain: Artificial Intelligence, Generative AI, OpenAI, Deep Learning, Artificial Neural Networks, ChatGPT, Governance, Machine Learning, Business Transformation, Business Technologies, Ethical Standards And Conduct, Computer Vision, Emerging Technologies, Natural Language Processing

4.7
Rating, 4.7 out of 5 stars
19K reviews

Beginner · 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

[Feature Image] A learner sits on a sofa next to their dog while researching “What is a recurrent neural network" on their laptop.

What Is a Recurrent Neural Network?

A recurrent neural network is a deep learning algorithm that can analyze time series and sequential data. Explore how recurrent neural networks work and what you can use them for.

March 18, 2025

Article

[Featured image] A teacher in a classroom holds a computer tablet as she uses AI for course design ideas.

What Can You Do With AI for Course Design?

Find out what you can do with AI for course design. Discover the many ways AI can enhance the educational process in your classroom, engage your students, and make your curriculum more effective.

March 18, 2025

Article

[Feature Image] A computer science learner studies transformers vs. convolutional neural networks as part of their coursework.

Transformers vs. Convolutional Neural Networks: What’s the Difference?

Transformers and convolutional neural networks are both powerful deep learning algorithms for computer vision, but they work differently and have different strengths and weaknesses. Explore each AI model and consider which may be right for your needs.

March 18, 2025

Article

[Featured Image] A group of professionals in a workplace environment conducting a job interview with a candidate, asking TensorFlow interview questions.

10 Common TensorFlow Interview Questions and How to Prepare

Get ready for your next machine-learning job by reviewing these TensorFlow interview questions that you can likely expect.

March 18, 2025

Article

[Featured Image] A business person is leading a meeting displaying four screens, each displaying visualizations created with AI data analysis tools.

Understanding AI Data Analysis

AI helps speed up the process of categorizing and analyzing larger amounts of data than human data analysts can comfortably handle manually. Discover more about what AI data analysis is and how you can use it to your advantage.

March 18, 2025

Article

[Featured Image] Two graphic designers working together at a computer desk.

Will AI Replace Graphic Designers?

The rise of artificial intelligence (AI) in graphic design is changing things in fascinating ways. AI has the potential to replace designers, at least in certain cases. But will it? Learn more about the future of graphic design and AI.

March 18, 2025

Article

[Featured Image] A group of students stand in a classroom with an instructor teaching mathematics related to AI on a whiteboard.

What Math Do I Need to Know for AI?: 5 Types to Know

Understanding the math behind AI is essential for building machine learning models, optimizing algorithms, and making data-driven decisions. Learn how these skills apply to AI careers.

March 18, 2025

Article

[Feature Image] A group of learners join in a lively discussion on the topic, “What is TF-IDF?”

What Is TF-IDF?

TF-IDF is a machine learning method that helps a computer or robot understand the words integral to interpreting a document. Explore how you can use this metric for various purposes.

March 18, 2025

Article

[Featured image] Two AI researchers in an office using text classification to organize text data on a computer.

What Is Text Classification?

Text classification is an AI and machine learning technique that allows a computer to sort text into different categories, such as “spam” or “not spam” or “positive feedback” and “negative feedback.” Explore what you can do with this technique.

March 18, 2025

Article

[Featured Image] Three doctors analyzing high-dimensional images of MRI scans.

What Is a Variational Autoencoder?

Learn about variational autoencoders (VAEs), their role in machine learning, and their use in real-world applications like data generation and image processing. Become familiar with best practices in the use of VAEs as well as their future potential.

March 18, 2025

Article

[Feature Image] A learner sits on a sofa next to their dog while researching “What is a recurrent neural network" on their laptop.

What Is a Recurrent Neural Network?

A recurrent neural network is a deep learning algorithm that can analyze time series and sequential data. Explore how recurrent neural networks work and what you can use them for.

March 18, 2025

Article

[Featured image] A teacher in a classroom holds a computer tablet as she uses AI for course design ideas.

What Can You Do With AI for Course Design?

Find out what you can do with AI for course design. Discover the many ways AI can enhance the educational process in your classroom, engage your students, and make your curriculum more effective.

March 18, 2025

Article

[Feature Image] A computer science learner studies transformers vs. convolutional neural networks as part of their coursework.

Transformers vs. Convolutional Neural Networks: What’s the Difference?

Transformers and convolutional neural networks are both powerful deep learning algorithms for computer vision, but they work differently and have different strengths and weaknesses. Explore each AI model and consider which may be right for your needs.

March 18, 2025

Article

[Featured Image] A group of professionals in a workplace environment conducting a job interview with a candidate, asking TensorFlow interview questions.

10 Common TensorFlow Interview Questions and How to Prepare

Get ready for your next machine-learning job by reviewing these TensorFlow interview questions that you can likely expect.

March 18, 2025

Article

[Featured Image] A business person is leading a meeting displaying four screens, each displaying visualizations created with AI data analysis tools.

Understanding AI Data Analysis

AI helps speed up the process of categorizing and analyzing larger amounts of data than human data analysts can comfortably handle manually. Discover more about what AI data analysis is and how you can use it to your advantage.

March 18, 2025

Article

[Featured Image] Two graphic designers working together at a computer desk.

Will AI Replace Graphic Designers?

The rise of artificial intelligence (AI) in graphic design is changing things in fascinating ways. AI has the potential to replace designers, at least in certain cases. But will it? Learn more about the future of graphic design and AI.

March 18, 2025

Article

[Featured Image] A group of students stand in a classroom with an instructor teaching mathematics related to AI on a whiteboard.

What Math Do I Need to Know for AI?: 5 Types to Know

Understanding the math behind AI is essential for building machine learning models, optimizing algorithms, and making data-driven decisions. Learn how these skills apply to AI careers.

March 18, 2025

Article

[Feature Image] A group of learners join in a lively discussion on the topic, “What is TF-IDF?”

What Is TF-IDF?

TF-IDF is a machine learning method that helps a computer or robot understand the words integral to interpreting a document. Explore how you can use this metric for various purposes.

March 18, 2025

Article

[Featured image] Two AI researchers in an office using text classification to organize text data on a computer.

What Is Text Classification?

Text classification is an AI and machine learning technique that allows a computer to sort text into different categories, such as “spam” or “not spam” or “positive feedback” and “negative feedback.” Explore what you can do with this technique.

March 18, 2025

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)