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 machine learning engineer sits at his office computer and researches bias versus variance in machine learning.

Bias vs. Variance in Machine Learning: What’s the Difference?

Bias and variance are both prediction errors in machine learning. Learn more about the tradeoffs associated with minimizing bias and variance in machine learning.

February 19, 2025

Article

[Featured Image] A data visualization specialist presents visuals to two team leaders in a conference room, using the graphics to bring data analysis to life.

What Is a Data Visualization Specialist?

Discover the dynamic career of data visualization specialists, including what you will likely do daily and the background you need to begin.

February 18, 2025

Article

[Featured image] An AI research scientist is discovering new ways to incorporate AI to solve complex problems.

What Is an AI Research Scientist? 2025 Career Guide

Discover the role of an AI research scientist. Explore duties and responsibilities, essential skills, and the education and experience necessary for a career in this role.

February 18, 2025

Article

[Featured image] A machine learning engineer sits at his office computer and researches bias versus variance in machine learning.

Bias vs. Variance in Machine Learning: What’s the Difference?

Bias and variance are both prediction errors in machine learning. Learn more about the tradeoffs associated with minimizing bias and variance in machine learning.

February 19, 2025

Article

[Featured Image] A data visualization specialist presents visuals to two team leaders in a conference room, using the graphics to bring data analysis to life.

What Is a Data Visualization Specialist?

Discover the dynamic career of data visualization specialists, including what you will likely do daily and the background you need to begin.

February 18, 2025

Article

AI and machine learning courses

Status: Free Trial

IBM

Skills you'll gain: Large Language Modeling, Artificial Intelligence, Generative AI, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), ChatGPT, Deep Learning, Machine Learning, Artificial Neural Networks, Prompt Engineering, Governance, Automation, Business Transformation, Applied Machine Learning, Computer Vision, Ethical Standards And Conduct, Natural Language Processing

4.7
Rating, 4.7 out of 5 stars
19K reviews

Beginner · Course · 1 - 4 Weeks

DeepLearning.AI

Skills you'll gain: Data Ethics, Market Opportunities, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Team Building, Machine Learning, Strategic Thinking, Data Science, Needs Assessment, Deep Learning, Business Ethics, Artificial Neural Networks, Engineering Management

4.8
Rating, 4.8 out of 5 stars
48K reviews

Beginner · Course · 1 - 4 Weeks

Status: Free Trial

University of Pennsylvania

Skills you'll gain: Agentic systems, Artificial Intelligence, Algorithms, Python Programming, Theoretical Computer Science, Computer Science, Computer Programming

4.6
Rating, 4.6 out of 5 stars
21 reviews

Intermediate · Course · 1 - 4 Weeks

[Featured Image] A young family of four sits at a dining table as one child uses a virtual assistant, one of many deep learning examples you may use daily.

Exploring Deep Learning Examples

Dive into the world of deep learning with real-world deep learning examples. Discover how this technology is shaping industries and enhancing peoples’ daily lives.

February 18, 2025

Article

[Featured Image] A learner completes a lesson outlining computer vision vs. machine learning as part of their studies.

Computer Vision vs. Machine Learning: What’s the Difference?

Uncover the differences between computer vision versus machine learning. Learn about each topic in detail, explore typical applications, compare advantages and challenges, and discover where to learn more.

February 18, 2025

Article

[Featured Image]: A woman shares with a group insights on the power of predictive analytics vs. machine learning to drive informed decisions.

Predictive Analytics vs. Machine Learning: What’s the Difference?

Discover the differences between predictive analytics and machine learning, two core concepts in data science.

February 18, 2025

Article

[Featured Image] A man is on a computer discovering a generative ai learning path to pursue.

What Is a Generative AI Learning Path?

Generative AI is a steadily growing form of artificial intelligence that can create a variety of content in a matter of seconds. Learn more about how to start down a generative AI learning path and begin your educational journey on this rising technology.

February 14, 2025

Article

[Featured Image] A young female AI professional sitting at a white table in an office having an interview with deep learning interview questions and shaking the hand of the person interviewing her.

8 Common Deep Learning Interview Questions

Practice these common deep learning interview questions to help you prepare for a job interview as you pursue your career in deep learning and artificial intelligence.

February 14, 2025

Article

[Featured image] Project team members sit at a boardroom table with their laptops and tablets, discussing the project using conceptual data modeling.

What Is Conceptual Data Modeling?

Conceptual data modeling is the process of placing data values in relational models to get a high-level overview of their relationships. Learn how conceptual data modeling can help you make sense of your company's data.

February 13, 2025

Article

[Featured Images] A happy woman standing up in an office at a table shaking the hand of another woman who has finished asking Hadoop interview questions with a male coworker.

10 Hadoop Interview Questions and Answers

Learn more about common Hadoop interview questions and how to answer them, as well as some useful tips to help you prepare for your interview.

February 13, 2025

Article

[Featured Image] Two engineers are meeting in an interview for computer vision.

6 Computer Vision Interview Questions and Sample Answers

Reviewing potential computer vision interview questions can help you perform confidently in an interview. Consider six example interview questions, what the interviewer really wants to know, and examples of how to answer.

February 12, 2025

Article

[Featured Image] Male businessman using a tablet explains tanh activation function to coworkers in breakroom

The Tanh Activation Function in Deep Learning

Learn about the tanh activation function and the role it plays in machine learning and artificial intelligence. Explore features, limitations, and common applications.

February 12, 2025

Article

[Featured image] An AI research scientist is discovering new ways to incorporate AI to solve complex problems.

What Is an AI Research Scientist? 2025 Career Guide

Discover the role of an AI research scientist. Explore duties and responsibilities, essential skills, and the education and experience necessary for a career in this role.

February 18, 2025

Article

[Featured Image] A young family of four sits at a dining table as one child uses a virtual assistant, one of many deep learning examples you may use daily.

Exploring Deep Learning Examples

Dive into the world of deep learning with real-world deep learning examples. Discover how this technology is shaping industries and enhancing peoples’ daily lives.

February 18, 2025

Article

[Featured Image] A learner completes a lesson outlining computer vision vs. machine learning as part of their studies.

Computer Vision vs. Machine Learning: What’s the Difference?

Uncover the differences between computer vision versus machine learning. Learn about each topic in detail, explore typical applications, compare advantages and challenges, and discover where to learn more.

February 18, 2025

Article

[Featured Image]: A woman shares with a group insights on the power of predictive analytics vs. machine learning to drive informed decisions.

Predictive Analytics vs. Machine Learning: What’s the Difference?

Discover the differences between predictive analytics and machine learning, two core concepts in data science.

February 18, 2025

Article

[Featured Image] A man is on a computer discovering a generative ai learning path to pursue.

What Is a Generative AI Learning Path?

Generative AI is a steadily growing form of artificial intelligence that can create a variety of content in a matter of seconds. Learn more about how to start down a generative AI learning path and begin your educational journey on this rising technology.

February 14, 2025

Article

[Featured Image] A young female AI professional sitting at a white table in an office having an interview with deep learning interview questions and shaking the hand of the person interviewing her.

8 Common Deep Learning Interview Questions

Practice these common deep learning interview questions to help you prepare for a job interview as you pursue your career in deep learning and artificial intelligence.

February 14, 2025

Article

[Featured image] Project team members sit at a boardroom table with their laptops and tablets, discussing the project using conceptual data modeling.

What Is Conceptual Data Modeling?

Conceptual data modeling is the process of placing data values in relational models to get a high-level overview of their relationships. Learn how conceptual data modeling can help you make sense of your company's data.

February 13, 2025

Article

[Featured Images] A happy woman standing up in an office at a table shaking the hand of another woman who has finished asking Hadoop interview questions with a male coworker.

10 Hadoop Interview Questions and Answers

Learn more about common Hadoop interview questions and how to answer them, as well as some useful tips to help you prepare for your interview.

February 13, 2025

Article

[Featured Image] Two engineers are meeting in an interview for computer vision.

6 Computer Vision Interview Questions and Sample Answers

Reviewing potential computer vision interview questions can help you perform confidently in an interview. Consider six example interview questions, what the interviewer really wants to know, and examples of how to answer.

February 12, 2025

Article

[Featured Image] Male businessman using a tablet explains tanh activation function to coworkers in breakroom

The Tanh Activation Function in Deep Learning

Learn about the tanh activation function and the role it plays in machine learning and artificial intelligence. Explore features, limitations, and common applications.

February 12, 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)