Education Tools

Ng’s gentle introduction to machine learning course is perfect for engineers who want a foundational overview of key concepts in the field.

Sebastian Thrun’s Introduction To Machine Learning

Udacity

robust introduction to the subject and also the foundation for a Data Analyst “nanodegree” certification sponsored by Facebook and MongoDB.

Youtube channel about AI safety

it is now removed from cousrea but still check these list

Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai

A short course by Isa Fulford (OpenAI) and Andrew Ng (DeepLearning.AI).

Roadmaps featuring essential concepts, learning methods, and the tools to put them into practice.

The in-person certificate courses are not free, but all of the content is available on Fast.ai as MOOCs.

all important notes to learn pytorch with all the examples in google colab

A roadmap connecting many of the most important concepts in machine learning, how to learn them, and what tools to use to perform them.

A free, open-source course on communicating with artificial intelligence.

How To Learn Artificial Intelligence (AI)?

Appliedaicourse

provides a step-by-step guide for beginners to understand and develop AI skills. It covers foundational topics like programming (Python), mathematics, and machine learning, progressing to advanced concepts such as deep learning and neural networks.

"gentle introduction [on] how Stable Diffusion works"

animations and instructional videos about neural networks

"free course designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems" by Jeremy Howard

7-week Online class starting October 24th, 2022 by

introduction to Generative AI, including models such as GANs, Variational Autoencoders, Autoregressive Models, and their applications, evaluation, ethics, and challenges

website with the book draft and Google Colabs of the book by Simon J.D. Prince

Implementing a ChatGPT-like LLM from scratch, step by step

an introductory level microlearning course covering Google Tools aimed at explaining what Generative AI is, how it is used, and how it differs from traditional machine learning methods.

created in partnership with AWS, this course presents the fundamentals of how generative AI works and how to deploy it in real-world applications.