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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[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] Two AI professionals are collaborating in an office and discussing generative AI job responsibilities.

Generative AI Job Description

Explore what generative AI is, learn more about potential generative AI careers and job descriptions, and discover the growth opportunities within the industry.

March 18, 2025

Article

[Featured Image] Two data scientists look at a computer screen in their office and discuss Spark versus MapReduce.

Spark vs. MapReduce: What’s the Difference?

Learn about two Apache Software Foundation big data architectures, Spark and MapReduce, by exploring how they differ, their use cases, and when you need one or both for your data processing needs.

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] Two AI professionals are collaborating in an office and discussing generative AI job responsibilities.

Generative AI Job Description

Explore what generative AI is, learn more about potential generative AI careers and job descriptions, and discover the growth opportunities within the industry.

March 18, 2025

Article

AI and machine learning courses

University of Pennsylvania

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

4.4
Rating, 4.4 out of 5 stars
34 reviews

Intermediate · Course · 1 - 4 Weeks

IBM

Skills you'll gain: Responsible AI, Generative AI, Natural Language Processing, Robotics, Business Logic, Risk Mitigation

4.7
Rating, 4.7 out of 5 stars
23K reviews

Beginner · Course · 1 - 4 Weeks

Google

Skills you'll gain: Generative AI, Technology Roadmaps, Critical Thinking, Innovation

4.8
Rating, 4.8 out of 5 stars
20K reviews

Beginner · Specialization · 3 - 6 Months

[Feature Image] An aspiring computer vision professional researches semantic segmentation versus instance segmentation on a laptop to learn more about the two algorithms’ uses.

Semantic Segmentation vs. Instance Segmentation: What’s the Difference?

Explore two fundamental computer vision algorithms: semantic segmentation and instance segmentation. Learn how each operates and how to pick the proper option for your task.

March 18, 2025

Article

[Featured Image] Three machine learning professionals look at a computer screen in an office setting and discuss scaling laws for neural language models.

Understanding Scaling Laws for Neural Language Models

Scaling laws for neural language models explain how performance improves with increased model size, data, and computational resources. Explore neural language scaling laws, their users, and their importance when developing and deploying AI technology.

March 18, 2025

Article

[Featured Image] A machine learning engineer uses quantization to increase efficiency in their models.

What Is Quantization? Optimizing Data Compression

Explore quantization and why it’s used to optimize large machine learning models. Learn about how this technique might affect the speed, efficiency, accuracy, and resource requirements of your model.

March 18, 2025

Article

[Featured Image]: A person uses tools from a Python NLP library as they work on a language processing project.

Navigating a Python NLP Library: What You Need to Know

Explore the benefits of a Python NLP library and learn how to leverage these tools for your language processing projects.

March 18, 2025

Article

[Featured Image] A diverse group of professionals collaborating in a modern workspace, discussing reinforcement learning algorithms while engaging with a computer.

Reinforcement Learning Algorithms and Use Cases

Reinforcement learning algorithms allow artificial intelligence agents to learn the optimal way to perform a task through trial and error without human intervention. Explore reinforcement learning algorithms such as Q-learning and actor-critic.

March 18, 2025

Article

[Featured Image] A person sits in a computer lab and learns how to make an AI chatbot.

How to Make an AI Chatbot

Explore how to make an AI chatbot for your company or organization, including building an artificial intelligence chatbot from scratch or using a white-label chatbot solution.

March 18, 2025

Article

[Featured Image] A woman drinks tea and works on a laptop, learning how to use ChatGPT.

How to Learn ChatGPT: A Guide to Getting Started

Discover how to effectively learn and use ChatGPT. From understanding the basics to mastering advanced techniques, unlock the full potential of this powerful AI tool. Start your ChatGPT journey today.

March 18, 2025

Article

[Featured Image] Two programmers working together in an office learning how to become an AI engineer.

How to Become an AI Engineer

For an exciting career that combines cutting-edge technology and engineering, find out how to become an AI engineer. Discover what the job entails, what steps you need to take to get it, and how and where to start.

March 18, 2025

Article

[Featured image] Colleagues working together to decide whether precision vs recall machine learning is more appropriate to evaluate performance.

Precision vs. Recall in Machine Learning: What’s the Difference?

Learn about two important metrics, precision and recall, when it comes to evaluating a machine learning model beyond just accuracy and error percentage.

March 17, 2025

Article

[Featured Image] Two data scientists look at a computer screen in their office and discuss Spark versus MapReduce.

Spark vs. MapReduce: What’s the Difference?

Learn about two Apache Software Foundation big data architectures, Spark and MapReduce, by exploring how they differ, their use cases, and when you need one or both for your data processing needs.

March 18, 2025

Article

[Feature Image] An aspiring computer vision professional researches semantic segmentation versus instance segmentation on a laptop to learn more about the two algorithms’ uses.

Semantic Segmentation vs. Instance Segmentation: What’s the Difference?

Explore two fundamental computer vision algorithms: semantic segmentation and instance segmentation. Learn how each operates and how to pick the proper option for your task.

March 18, 2025

Article

[Featured Image] Three machine learning professionals look at a computer screen in an office setting and discuss scaling laws for neural language models.

Understanding Scaling Laws for Neural Language Models

Scaling laws for neural language models explain how performance improves with increased model size, data, and computational resources. Explore neural language scaling laws, their users, and their importance when developing and deploying AI technology.

March 18, 2025

Article

[Featured Image] A machine learning engineer uses quantization to increase efficiency in their models.

What Is Quantization? Optimizing Data Compression

Explore quantization and why it’s used to optimize large machine learning models. Learn about how this technique might affect the speed, efficiency, accuracy, and resource requirements of your model.

March 18, 2025

Article

[Featured Image]: A person uses tools from a Python NLP library as they work on a language processing project.

Navigating a Python NLP Library: What You Need to Know

Explore the benefits of a Python NLP library and learn how to leverage these tools for your language processing projects.

March 18, 2025

Article

[Featured Image] A diverse group of professionals collaborating in a modern workspace, discussing reinforcement learning algorithms while engaging with a computer.

Reinforcement Learning Algorithms and Use Cases

Reinforcement learning algorithms allow artificial intelligence agents to learn the optimal way to perform a task through trial and error without human intervention. Explore reinforcement learning algorithms such as Q-learning and actor-critic.

March 18, 2025

Article

[Featured Image] A person sits in a computer lab and learns how to make an AI chatbot.

How to Make an AI Chatbot

Explore how to make an AI chatbot for your company or organization, including building an artificial intelligence chatbot from scratch or using a white-label chatbot solution.

March 18, 2025

Article

[Featured Image] A woman drinks tea and works on a laptop, learning how to use ChatGPT.

How to Learn ChatGPT: A Guide to Getting Started

Discover how to effectively learn and use ChatGPT. From understanding the basics to mastering advanced techniques, unlock the full potential of this powerful AI tool. Start your ChatGPT journey today.

March 18, 2025

Article

[Featured Image] Two programmers working together in an office learning how to become an AI engineer.

How to Become an AI Engineer

For an exciting career that combines cutting-edge technology and engineering, find out how to become an AI engineer. Discover what the job entails, what steps you need to take to get it, and how and where to start.

March 18, 2025

Article

[Featured image] Colleagues working together to decide whether precision vs recall machine learning is more appropriate to evaluate performance.

Precision vs. Recall in Machine Learning: What’s the Difference?

Learn about two important metrics, precision and recall, when it comes to evaluating a machine learning model beyond just accuracy and error percentage.

March 17, 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.

Frequently asked questions (FAQ)