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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] Colleagues collaborating in a professional setting, analyzing printed graphs and using a computer while discussing random forest versus neural networks in AI and machine learning.

Random Forest vs. Neural Network: What鈥檚 the Difference?

A random forest is a machine learning model that allows an AI to make a prediction, and a neural network is a deep learning model that allows AI to work with data in complex ways. Explore more differences and how these technologies work.

March 19, 2025

Article

[Featured Image] A data analyst works on a laptop, using predictive analytics to assist their organization with decision-making.

Predictive Analytics Job Description

Predictive analytics uses a combination of machine learning and statistics to analyze data and predict trends. Discover how you can use predictive analytics to help inform business decisions.

March 19, 2025

Article

[Featured Image] A recruiter engaging with a candidate during an interview in a professional environment, holding a tablet, and smiling while discussing predictive analytics interview questions.

Common Predictive Analytics Interview Questions and How to Prepare

Expand your understanding of predictive analytics, explore best practices to prepare for common predictive analytics interview questions, and learn more about key steps in predictive analytics projects.

March 19, 2025

Article

[Featured Image] Colleagues collaborating in a professional setting, analyzing printed graphs and using a computer while discussing random forest versus neural networks in AI and machine learning.

Random Forest vs. Neural Network: What鈥檚 the Difference?

A random forest is a machine learning model that allows an AI to make a prediction, and a neural network is a deep learning model that allows AI to work with data in complex ways. Explore more differences and how these technologies work.

March 19, 2025

Article

[Featured Image] A data analyst works on a laptop, using predictive analytics to assist their organization with decision-making.

Predictive Analytics Job Description

Predictive analytics uses a combination of machine learning and statistics to analyze data and predict trends. Discover how you can use predictive analytics to help inform business decisions.

March 19, 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 路 Course 路 1 - 4 Weeks

IBM

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

4.7
Rating, 4.7 out of 5 stars
18K reviews

Beginner 路 Course 路 1 - 4 Weeks

Google

Skills you'll gain: Generative AI, Productivity Software, Artificial Intelligence, Data Ethics, Innovation, Automation, Workflow Management, Information Privacy, Machine Learning, Human Computer Interaction, Content Creation, Natural Language Processing

4.7
Rating, 4.7 out of 5 stars
11K reviews

Beginner 路 Course 路 1 - 3 Months

[Feature Image] Three computer science learners smile as they discuss the typical predictive analytics career path and the types of jobs they each want to strive for.

Predictive Analytics Career Path: Unlocking Data-driven Decision-Making

Predictive analytics helps you understand what might happen in the future based on past data. Explore the predictive analytics career path from entry-level roles like business intelligence analyst to leadership roles like senior data analyst.

March 19, 2025

Article

[Featured image: Two engineers work at a computer and use their NLP skills to improve an AI model.]

30 Essential NLP Skills

Natural language processing engineers need to learn core NLP skills, technical skills like programming languages and libraries, and workplace skills like communication. Learn about the skills you鈥檒l need to start a career as an NLP engineer.

March 19, 2025

Article

[Featured Image] A natural language processing engineer works at a desktop computer and has a discussion with their colleague.

NLP Engineer Salary: Your 2025 Guide

Explore the salary range for NLP engineers and the factors that influence their earning potential in 2025.

March 19, 2025

Article

[Featured Image] NLP developers collaborating on a new project, reviewing code on a laptop while sharing a light moment in a tech workspace.

The Role of an NLP Developer

From finance to government and beyond, NLP developers continue to create and refine the most advanced language technology out there. Discover how the role of NLP developer is growing in a variety of industries and sectors.

March 19, 2025

Article

[Feature Image] Two learners discuss the typical NLP career path and the direction they each want to take.

NLP Career Path: Jobs in Natural Language Processing

Natural language processing is a growing field working with artificial intelligence models. Explore what your NLP career path might look like, starting with entry-level jobs like junior NLP engineers all the way to leadership roles.

March 19, 2025

Article

[Featured Image] Programmers discuss coding of neural network parameters and hyperparameters.

What Are Neural Network Parameters?

Machine learning models adjust neural network parameters during the learning process, while hyperparameters are the variables you set when creating a neural network. Explore examples of parameters and hyperparameters in neural networks.

March 19, 2025

Article

[Featured Image] A successful neural network interview concludes with a handshake between two professionals in a workplace setting.

9 Common Neural Network Interview Questions and How to Prepare

Discover some of the neural network interview questions you may encounter during your next interview and learn how to answer them, ensuring you鈥檙e prepared.

March 19, 2025

Article

[Featured Image] A neural network engineer analyzing data on a computer screen in a brightly lit office settting.

The Role of a Neural Network Engineer

Neural network engineers design, train, and create neural network models to power real-world solutions using AI and deep learning. Explore typical job responsibilities and learn the average salary and job outlook for this role.

March 19, 2025

Article

[Featured Image] Two natural language processing professionals sit together and examine code on a laptop.

Natural Language Processing Job Description

Natural language processing is the cornerstone of many modern artificial intelligence capabilities. Learn how natural language processing professionals work in a variety of industries and sectors, helping streamline workflows and increase productivity.

March 19, 2025

Article

[Featured Image] A recruiter engaging with a candidate during an interview in a professional environment, holding a tablet, and smiling while discussing predictive analytics interview questions.

Common Predictive Analytics Interview Questions and How to Prepare

Expand your understanding of predictive analytics, explore best practices to prepare for common predictive analytics interview questions, and learn more about key steps in predictive analytics projects.

March 19, 2025

Article

[Feature Image] Three computer science learners smile as they discuss the typical predictive analytics career path and the types of jobs they each want to strive for.

Predictive Analytics Career Path: Unlocking Data-driven Decision-Making

Predictive analytics helps you understand what might happen in the future based on past data. Explore the predictive analytics career path from entry-level roles like business intelligence analyst to leadership roles like senior data analyst.

March 19, 2025

Article

[Featured image: Two engineers work at a computer and use their NLP skills to improve an AI model.]

30 Essential NLP Skills

Natural language processing engineers need to learn core NLP skills, technical skills like programming languages and libraries, and workplace skills like communication. Learn about the skills you鈥檒l need to start a career as an NLP engineer.

March 19, 2025

Article

[Featured Image] A natural language processing engineer works at a desktop computer and has a discussion with their colleague.

NLP Engineer Salary: Your 2025 Guide

Explore the salary range for NLP engineers and the factors that influence their earning potential in 2025.

March 19, 2025

Article

[Featured Image] NLP developers collaborating on a new project, reviewing code on a laptop while sharing a light moment in a tech workspace.

The Role of an NLP Developer

From finance to government and beyond, NLP developers continue to create and refine the most advanced language technology out there. Discover how the role of NLP developer is growing in a variety of industries and sectors.

March 19, 2025

Article

[Feature Image] Two learners discuss the typical NLP career path and the direction they each want to take.

NLP Career Path: Jobs in Natural Language Processing

Natural language processing is a growing field working with artificial intelligence models. Explore what your NLP career path might look like, starting with entry-level jobs like junior NLP engineers all the way to leadership roles.

March 19, 2025

Article

[Featured Image] Programmers discuss coding of neural network parameters and hyperparameters.

What Are Neural Network Parameters?

Machine learning models adjust neural network parameters during the learning process, while hyperparameters are the variables you set when creating a neural network. Explore examples of parameters and hyperparameters in neural networks.

March 19, 2025

Article

[Featured Image] A successful neural network interview concludes with a handshake between two professionals in a workplace setting.

9 Common Neural Network Interview Questions and How to Prepare

Discover some of the neural network interview questions you may encounter during your next interview and learn how to answer them, ensuring you鈥檙e prepared.

March 19, 2025

Article

[Featured Image] A neural network engineer analyzing data on a computer screen in a brightly lit office settting.

The Role of a Neural Network Engineer

Neural network engineers design, train, and create neural network models to power real-world solutions using AI and deep learning. Explore typical job responsibilities and learn the average salary and job outlook for this role.

March 19, 2025

Article

[Featured Image] Two natural language processing professionals sit together and examine code on a laptop.

Natural Language Processing Job Description

Natural language processing is the cornerstone of many modern artificial intelligence capabilities. Learn how natural language processing professionals work in a variety of industries and sectors, helping streamline workflows and increase productivity.

March 19, 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)