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 team of machine learning engineers in an office discussing what is bias in machine learning.

What Is Bias in Machine Learning?

Bias in machine learning occurs when AI models perpetrate human errors. Uncover the critical aspects of bias in machine learning, its types, impacts, and how to address it for better model fairness and accuracy.

March 18, 2025

Article

[Feature Image] An aspiring data scientist searches “What is batch normalization” on their laptop as they plan their coursework for their degree.

What Is Batch Normalization?

Begin your understanding of batch normalization, a technique revolutionizing neural network training, by learning what batch normalization is and why it’s important in deep learning.

March 18, 2025

Article

[Featured Image] A professional creating an infographic on a laptop to share with her team in their next meeting.

What Is an Infographic?

Let's look at what infographics are, including the different types and what makes them effective communication tools.

March 18, 2025

Article

[Featured image] A team of machine learning engineers in an office discussing what is bias in machine learning.

What Is Bias in Machine Learning?

Bias in machine learning occurs when AI models perpetrate human errors. Uncover the critical aspects of bias in machine learning, its types, impacts, and how to address it for better model fairness and accuracy.

March 18, 2025

Article

[Feature Image] An aspiring data scientist searches “What is batch normalization” on their laptop as they plan their coursework for their degree.

What Is Batch Normalization?

Begin your understanding of batch normalization, a technique revolutionizing neural network training, by learning what batch normalization is and why it’s important in deep learning.

March 18, 2025

Article

AI and machine learning courses

Status: Free Trial

Google

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, AI Product Strategy, Large Language Modeling, LLM Application, Computer Security Awareness Training, Productivity Software, Workforce Development, Operational Efficiency, Innovation, Business Process Automation, Organizational Strategy, Human Machine Interfaces, Data Security, Sociology, Critical Thinking, Analysis

4.8
Rating, 4.8 out of 5 stars
14K reviews

Beginner · Specialization · 1 - 3 Months

Status: Free Trial

IBM

Skills you'll gain: Generative AI, Responsible AI, LLM Application, Natural Language Processing, Market Opportunities

4.7
Rating, 4.7 out of 5 stars
21K reviews

Beginner · Course · 1 - 4 Weeks

Status: Preview

DeepLearning.AI

Skills you'll gain: AI Product Strategy, Responsible AI, Data Ethics, Artificial Intelligence, Machine Learning, Strategic Thinking, Data Science, Deep Learning, Artificial Neural Networks

4.8
Rating, 4.8 out of 5 stars
50K reviews

Beginner · Course · 1 - 4 Weeks

[Featured Image] A computer engineer is programming the appropriate batch size on a computer.

What Does Batch Size Mean in Deep Learning? An In-Depth Guide

Learn about the hyperparameter batch size and how it affects the speed at which you train a deep learning model such as a neural network.

March 18, 2025

Article

[Featured Image] Two data engineers are using neural networks to recognize patterns and process data.

What Are Neural Networks?

Learn more about artificial neural networks, including different types, real-world applications, and careers that may use them.

March 18, 2025

Article

[Featured Image] Two aspiring data scientists search “what are hyperparameters” as they complete an assignment collaborating on a machine-learning project.

What Are Hyperparameters?

Explore the role hyperparameters play in designing effective machine learning models.

March 18, 2025

Article

[Featured Image] A development team uses their newly learned technical and design VR skills to test updated hardware and software.

10 Essential VR Skills

To start a career as a virtual reality (VR) developer, you will need to learn technical skills like VR hardware and software as well as design principles like user experience design. Explore 10 VR skills you’ll need to be successful in the field.

March 18, 2025

Article

[Feature Image] An aspiring big data analyst discusses the best ways to measure veracity in big data with their mentor.

What Is Veracity in Big Data?

Learn why veracity is one of the five Vs of big data, what it is, and how it affects modern industries.

March 18, 2025

Article

[Featured Image] A person sits in his home office using his phone and laptop to analyze stock market trends using VAE technology.

VAE vs. GAN: What’s the Difference?

Both variational autoencoders and generative adversarial networks can generate novel data and multimedia. However, each technology takes a different approach. Explore VAEs and GANs, including how they work and what you can do with them.

March 18, 2025

Article

[Featured Image] A data scientist dressed in business casual attire sits at their home office and studies statistical learning vs. machine learning on their computer.

Statistical Learning vs. Machine Learning: What’s the Difference?

Explore different ways to analyze your data by learning more about statistical learning versus machine learning, when to use each, and what to consider when choosing your model.

March 18, 2025

Article

[Featured Image] A business person using a facial recognition device integrated with AI in a professional workspace.

How to Write a Computer Vision Resume (Step by Step With Examples)

Learn how to write a computer vision resume in a concise and visually pleasing way to get the attention of hiring managers and potential employers.

March 18, 2025

Article

[Feature Image] A learner meets with their teaching assistant to review discriminative vs. generative models and gain a deeper understanding of the differences.

Discriminative vs. Generative Models: What’s the Difference?

You can use discriminative models to classify data into categories and generative models to generate new images, text, or other data. Explore the differences between discriminative and generative models.

March 18, 2025

Article

[Featured Image] A professional creating an infographic on a laptop to share with her team in their next meeting.

What Is an Infographic?

Let's look at what infographics are, including the different types and what makes them effective communication tools.

March 18, 2025

Article

[Featured Image] A computer engineer is programming the appropriate batch size on a computer.

What Does Batch Size Mean in Deep Learning? An In-Depth Guide

Learn about the hyperparameter batch size and how it affects the speed at which you train a deep learning model such as a neural network.

March 18, 2025

Article

[Featured Image] Two data engineers are using neural networks to recognize patterns and process data.

What Are Neural Networks?

Learn more about artificial neural networks, including different types, real-world applications, and careers that may use them.

March 18, 2025

Article

[Featured Image] Two aspiring data scientists search “what are hyperparameters” as they complete an assignment collaborating on a machine-learning project.

What Are Hyperparameters?

Explore the role hyperparameters play in designing effective machine learning models.

March 18, 2025

Article

[Featured Image] A development team uses their newly learned technical and design VR skills to test updated hardware and software.

10 Essential VR Skills

To start a career as a virtual reality (VR) developer, you will need to learn technical skills like VR hardware and software as well as design principles like user experience design. Explore 10 VR skills you’ll need to be successful in the field.

March 18, 2025

Article

[Feature Image] An aspiring big data analyst discusses the best ways to measure veracity in big data with their mentor.

What Is Veracity in Big Data?

Learn why veracity is one of the five Vs of big data, what it is, and how it affects modern industries.

March 18, 2025

Article

[Featured Image] A person sits in his home office using his phone and laptop to analyze stock market trends using VAE technology.

VAE vs. GAN: What’s the Difference?

Both variational autoencoders and generative adversarial networks can generate novel data and multimedia. However, each technology takes a different approach. Explore VAEs and GANs, including how they work and what you can do with them.

March 18, 2025

Article

[Featured Image] A data scientist dressed in business casual attire sits at their home office and studies statistical learning vs. machine learning on their computer.

Statistical Learning vs. Machine Learning: What’s the Difference?

Explore different ways to analyze your data by learning more about statistical learning versus machine learning, when to use each, and what to consider when choosing your model.

March 18, 2025

Article

[Featured Image] A business person using a facial recognition device integrated with AI in a professional workspace.

How to Write a Computer Vision Resume (Step by Step With Examples)

Learn how to write a computer vision resume in a concise and visually pleasing way to get the attention of hiring managers and potential employers.

March 18, 2025

Article

[Feature Image] A learner meets with their teaching assistant to review discriminative vs. generative models and gain a deeper understanding of the differences.

Discriminative vs. Generative Models: What’s the Difference?

You can use discriminative models to classify data into categories and generative models to generate new images, text, or other data. Explore the differences between discriminative and generative models.

March 18, 2025

Article

GenAI is poised to be the largest technological revolution since the internet. In today's technologically evolving world, professionals skilled in AI and machine learning are in high demand across many industries. A career in this fast-growing field provides opportunities to use technical skills to drive meaningful business impact. Explore the diverse career paths, essential skills, and job types within AI and machine learning to start your journey in this exciting and rewarding domain.

Ready to start learning? Explore our catalog of artificial intelligence, machine learning, and natural language processing courses for beginners and experienced professionals.

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