Resources you need to start building AI tools

⚙️

Name

Link

Difficulty

Organization

Fundamentals of TinyML

edx.org/course/...f-tinyml

Beginner

Harvard

Transformer Models and BERT Model

cloudskillsboost.google/course_...ates/538

Beginner

Harvard

Data Science: Machine Learning

edx.org/course/...learning

Intermediate

Harvard

Introduction to Artificial Intelligence with Python

pll.harvard.edu/course/.../2023-05

Intermediate

Harvard

GPT-4 - How does it work, and how do I build apps with it?

youtube.com/watch

Intermediate

Harvard

Applied AI Professional Certificate

coursera.org/profess...atson-ai

Beginner

IBM

AI Foundations For Everyone

coursera.org/special...everyone

Beginner

IBM

Machine Learning Introduction For Everyone

coursera.org/learn/m...everyone

Beginner

IBM

AI Foundations For Business Specialization

coursera.org/special...business

Intermediate

IBM

Intro To Generative AI

coursera.org/learn/i...ative-ai

Beginner

Google

AI for Anyone

edx.org/course/...r-anyone

Beginner

Google

Introduction To Large Language Models

cloudskillsboost.google/course_...ates/539

Beginner

Google

Introduction to Image Generation

cloudskillsboost.google/course_...ates/541

Beginner

Google

Generative AI Fundamentals

cloudskillsboost.google/course_...ates/556

Beginner

Google

Digital Transformation Using AI/ML with Google Cloud Specialization

coursera.org/special...le-cloud

Advanced

Google

Machine Learning on Google Cloud

coursera.org/special...flow-gcp

Intermediate

Google

Deep Learning Lecture Series 2021 (DeepMind x UCL)

youtube.com/playlist

Intermediate

Google

Google's Python Class

developers.google.com/edu/python/lists

Beginner

Google

Machine Learning Crash Course

developers.google.com/machine...ml-intro

Beginner

Google

Machine Learning (Andrew NG)

coursera.org/special...oduction

Intermediate

Deep Learning AI

ChatGPT Prompt Engineering for Developers

deeplearning.ai/short-c...elopers/

Intermediate

Deep Learning AI

Building Systems with the ChatGPT API

deeplearning.ai/short-c...chatgpt/

Intermediate

Deep Learning AI

Neural Networks and Deep Learning

coursera.org/learn/n...learning

Intermediate

Deep Learning AI

Natural Language Processing with Attention Models

coursera.org/learn/a...s-in-nlp

Intermediate

Deep Learning AI

Natural Language Processing with Classification and Vector Spaces

coursera.org/learn/c...s-in-nlp

Intermediate

Deep Learning AI

Natural Language Processing with Probabilistic Models

coursera.org/learn/p...s-in-nlp

Intermediate

Deep Learning AI

Natural Language Processing with Sequence Models

coursera.org/learn/s...s-in-nlp

Intermediate

Deep Learning AI

Natural Language Processing in TensorFlow

coursera.org/learn/n...nsorflow

Intermediate

Deep Learning AI

Advanced Computer Vision with TensorFlow

coursera.org/learn/a...nsorflow

Advanced

Deep Learning AI

Artificial Creativity

coursera.org/learn/a...eativity

Intermediate

Parsons

Machine Learning Course (Andrew NG)

youtube.com/watch

Beginner

Stanford

Stanford NLP with Deep Learning

youtube.com/watch

Intermediate

Stanford

Reinforcement Learning

youtube.com/watch

Intermediate

Stanford

Artificial Intelligence: Principles and Techniques

youtube.com/watch

Intermediate

Stanford

Statistical Learning

online.stanford.edu/courses...learning

Intermediate

Stanford

Computer Vision Course

youtube.com/playlist

Intermediate

Stanford

Machine Learning with Graphs

youtube.com/playlist

Intermediate

Stanford

Prompt Engineering For ChatGPT

coursera.org/learn/p...ineering

Beginner

Vanderbilt University

Developing AI Applications on Azure

coursera.org/learn/d...ns-azure

Advanced

Learn Quest

An Even Easier Introduction to CUDA

courses.nvidia.com/courses...C-01+V1/

Intermediate

Nvidia

Hands on Machine Learning with AWS & Nvidia

coursera.org/learn/m...s-nvidia

Advanced

Nvidia

Machine Learning with Python

edx.org/course/...odels-to

Beginner

MIT

Introduction To Computer Science And Programming In Python

ocw.mit.edu/courses...ll-2016/

Beginner

MIT

Introduction to Deep Learning

youtube.com/playlist

Beginner

MIT

Gilbert Strang lectures on Linear Algebra

youtube.com/playlist

Intermediate

MIT

Programming for Everybody (Getting Started with Python)

coursera.org/learn/python

Beginner

University of Michigan

Applied Machine Learning in Python

coursera.org/learn/p...learning

Intermediate

University of Michigan

ML Foundations: A Case Study Approach

coursera.org/learn/m...ndations

Beginner

University of Washington

AI Fundamentals for Non-Data Scientists

coursera.org/learn/w...ientists

Beginner

University Of Penn

AI Applications in Marketing and Finance

coursera.org/learn/w...-finance

Beginner

University Of Penn

Machine Learning for Beginners

microsoft.github.io/ML-For-Beginners/

Beginner

University Of Penn

AI For Beginners

microsoft.github.io/AI-For-Beginners/

Beginner

Microsoft

The Data Scientist’s Toolbox

coursera.org/learn/d...ts-tools

Beginner

John Hopkins

Free Resources To Learn Prompting

learnprompting.org/docs/intro

Beginner

Learn Prompting

Deep Learning Prerequisites: The Numpy Stack in Python V2

udemy.com/course/...-python/

Intermediate

Lazy Programmer Inc

Deep Learning Lecture Series (Carnegie Mellon University)

youtube.com/playlist

Intermediate

Carnegie Mellon University

Computer Vision

kaggle.com/learn/c...r-vision

Beginner

Kaggle

Feature Engineering

kaggle.com/learn/f...ineering

Advanced

Kaggle

Introduction to Computer Vision

udacity.com/course/...n--ud810

Beginner

Georgia Tech

Computer Vision Basics

coursera.org/learn/c...n-basics

Beginner

University at Buffalo

Foundations of Data Science: K-Means Clustering in Python

coursera.org/learn/d...g-python

Beginner

University of London

Real Python YouTube Channel

youtube.com/c/RealPython/videos

Real Python