Data Science

By Harvard University

ONLINE

The demand for skilled data science practitioners in industry, academia, and government is rapidly growing. The HarvardX Data Science program prepares you with the necessary knowledge base and useful skills to tackle real-world data analysis challenges. The program covers concepts such as probability, inference, regression, and machine learning and helps you develop an essential skill set that includes R programming, data wrangling with dplyr, data visualization with ggplot2, file organization with Unix/Linux, version control with git and GitHub, and reproducible document preparation with RStudio...

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Deep Learning

By IBM

ONLINE

Fundamental concepts of Deep Learning, including various Neural Networks for supervised and unsupervised learning. Use of popular Deep Learning libraries such as Keras, PyTorch, and Tensorflow applied to industry problems...

English


IBM Data Science Professional Certificate

By IBM

ONLINE

The program consists of 9 online courses that will provide you with the latest job-ready tools and skills, including open source tools and libraries, Python, databases, SQL, data visualization, data analysis, statistical analysis, predictive modeling, and machine learning algorithms. You’ll learn data science through hands-on practice in the IBM Cloud using real data science tools and real-world data sets...

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Artificial Intelligence Certification

By Columbia University

ONLINE

Solid understanding of the guiding principles of AI. Apply concepts of machine learning to real life problems and applications. Design and harness the power of Neural Networks. Broad applications of AI in fields of robotics, vision and physical simulation...

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Deep Learning by Andrew Ng

By Deeplearning.ai

ONLINE

In five courses, you will learn the foundations of Deep Learning, understand how to build neural networks, and learn how to lead successful machine learning projects. You will learn about Convolutional networks, RNNs, LSTM, Adam, Dropout, BatchNorm, Xavier/He initialization, and more...

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IBM AI Engineering Professional Certificate

By IBM

ONLINE

This 6-course Professional Certificate is designed to equip you with the tools you need to succeed in your career as an AI or ML engineer. You’ll master fundamental concepts of machine learning and deep learning, including supervised and unsupervised learning, using programming languages like Python...

English


Learn AI from ML experts at Google

By Google

ONLINE

Whether you’re just learning to code or you’re a seasoned machine learning practitioner, you’ll find information and exercises to help you develop your skills and advance your projects...

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Secure and Private AI

By Facebook

ONLINE

Learn how to extend PyTorch with the tools necessary to train AI models that preserve user privacy...

English


Topics in Value Theory: Ethics of Artificial Intelligence in Context

By Centre for Ethics at University of Toronto

PHYSICAL

This year-long, half-credit course exposes students to advanced methods employed in the analysis of ethical issues related to the production, dissemination, and application of AI in a variety of contexts...

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Ethics of AI in Context (On-site)

By Centre for Ethics at University of Toronto

PHYSICAL

This year-long, half-credit graduate course exposes students to advanced methods employed in the analysis of ethical issues related to the production, dissemination, and application of AI in a variety of contexts...

English


Ethics of AI in Context

By Centre for Ethics at University of Toronto

ONLINE

Ethics in Context is the open-access multi-media forum of the Centre for Ethics at the University of Toronto (C4E), an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined...

English


Responsible Innovation in the Age of AI

By IEEE

ONLINE

This course focuses on how traditional philosophical models like utilitarianism, virtue ethics and other key modalities of applied ethics have evolved to embrace specifics of algorithmic tracking and intelligence augmentation of AI. This course shows that by implementing these new models, businesses can learn how to holistically incorporate AI into their innovation process to sustain profits while honoring their purpose...

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Machine Learning Crash Course: Fairness

By Google

ONLINE

Evaluating a machine learning model responsibly requires doing more than just calculating loss metrics. Before putting a model into production, it's critical to audit training data and evaluate predictions for bias. This module looks at different types of human biases that can manifest in training data. It then provides strategies to identify them and evaluate their effects...

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AI: Ethics, Bias, and Trust

By IBM

ONLINE

In this course you will learn what Artificial Intelligence (AI) is, explore use cases and applications of AI, understand AI concepts and terms like machine learning, deep learning and neural networks. You will be exposed to various issues and concerns surrounding AI such as ethics and bias, & jobs, and get advice from experts about learning and starting a career in AI...

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Free Artificial Intelligence Courses

By Edx

ONLINE

Explore the fascinating and fast-moving field of artificial intelligence with online courses. Learn artificial intelligence by studying natural language processing, reinforcement learning, predictive analytics, deep neural networks, image processing, the human brain, and more today...

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AI For Everyone by Andrew Ng

By Deeplearning.ai

ONLINE

AI is not only for engineers. If you want your organization to become better at using AI, this is the course to tell everyone--especially your non-technical colleagues-to take...

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Artificial Intelligence: Business Strategies and Applications

By Berkeley ExecEd

ONLINE

This program helps introduce basic applications of AI to those in business. While participants learn about AI’s current capabilities and potential, they also gain more depth with attention to the reach of automation, machine learning, and robotics...

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Element of AI

By Element of AI

ONLINE

The Elements of AI is a series of free online courses created by Reaktor and the University of Helsinki. We want to encourage as broad a group of people as possible to learn what AI is, what can (and can’t) be done with AI, and how to start creating AI methods. The courses combine theory with practical exercises and can be completed at your own pace...

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Introduction to Artificial Intelligence

By IBM

ONLINE

In this course you will learn what Artificial Intelligence (AI) is, explore use cases and applications of AI, understand AI concepts and terms like machine learning, deep learning and neural networks. You will be exposed to various issues and concerns surrounding AI such as ethics and bias, & jobs, and get advice from experts about learning and starting a career in AI. You will also demonstrate AI in action with a mini project...

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Machine Learning for Social Good

By Carnegie Mellon University

ONLINE

Free Machine Learning / Data Science Help for Non-Profit and Governmental Organizations...

English