Resources you need to start building AI tools

⚙️

Name

Link

Difficulty

Organization

Fundamentals of TinyML

https://www.edx.org/course/fundamentals-of-tinyml

Beginner

Harvard

Transformer Models and BERT Model

https://www.cloudskillsboost.google/course_templates/538

Beginner

Harvard

Data Science: Machine Learning

https://www.edx.org/course/data-science-machine-learning

Intermediate

Harvard

Introduction to Artificial Intelligence with Python

https://pll.harvard.edu/course/cs50s-introduction-artificial-intelligence-python/2023-05

Intermediate

Harvard

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

https://www.youtube.com/watch?v=vw-KWfKwvTQ

Intermediate

Harvard

Applied AI Professional Certificate

https://www.coursera.org/professional-certificates/applied-artifical-intelligence-ibm-watson-ai

Beginner

IBM

AI Foundations For Everyone

https://www.coursera.org/specializations/ai-foundations-for-everyone

Beginner

IBM

Machine Learning Introduction For Everyone

https://www.coursera.org/learn/machine-learning-introduction-for-everyone

Beginner

IBM

AI Foundations For Business Specialization

https://www.coursera.org/specializations/ibm-ai-foundations-for-business

Intermediate

IBM

Intro To Generative AI

https://www.coursera.org/learn/introduction-to-generative-ai

Beginner

Google

AI for Anyone

https://www.edx.org/course/google-ai-for-anyone?index=product&queryID=20f255a72e55f01f6dbb7ba10089489d&position=3

Beginner

Google

Introduction To Large Language Models

https://www.cloudskillsboost.google/course_templates/539

Beginner

Google

Introduction to Image Generation

https://www.cloudskillsboost.google/course_templates/541

Beginner

Google

Generative AI Fundamentals

https://www.cloudskillsboost.google/course_templates/556

Beginner

Google

Digital Transformation Using AI/ML with Google Cloud Specialization

https://www.coursera.org/specializations/digital-transformation-using-ai-ml-with-google-cloud

Advanced

Google

Machine Learning on Google Cloud

https://www.coursera.org/specializations/machine-learning-tensorflow-gcp

Intermediate

Google

Deep Learning Lecture Series 2021 (DeepMind x UCL)

https://www.youtube.com/playlist?list=PLqYmG7hTraZDVH599EItlEWsUOsJbAodm

Intermediate

Google

Google's Python Class

https://developers.google.com/edu/python/lists

Beginner

Google

Machine Learning Crash Course

https://developers.google.com/machine-learning/crash-course/ml-intro

Beginner

Google

Machine Learning (Andrew NG)

https://www.coursera.org/specializations/machine-learning-introduction

Intermediate

Deep Learning AI

ChatGPT Prompt Engineering for Developers

https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/

Intermediate

Deep Learning AI

Building Systems with the ChatGPT API

https://www.deeplearning.ai/short-courses/building-systems-with-chatgpt/

Intermediate

Deep Learning AI

Neural Networks and Deep Learning

https://www.coursera.org/learn/neural-networks-deep-learning

Intermediate

Deep Learning AI

Natural Language Processing with Attention Models

https://www.coursera.org/learn/attention-models-in-nlp?specialization=natural-language-processing

Intermediate

Deep Learning AI

Natural Language Processing with Classification and Vector Spaces

https://www.coursera.org/learn/classification-vector-spaces-in-nlp?specialization=natural-language-processing

Intermediate

Deep Learning AI

Natural Language Processing with Probabilistic Models

https://www.coursera.org/learn/probabilistic-models-in-nlp?specialization=natural-language-processing

Intermediate

Deep Learning AI

Natural Language Processing with Sequence Models

https://www.coursera.org/learn/sequence-models-in-nlp?specialization=natural-language-processing

Intermediate

Deep Learning AI

Natural Language Processing in TensorFlow

https://www.coursera.org/learn/natural-language-processing-tensorflow?irclickid=2tAQHxx0rxyPTFl2w4Tl0QsVUkFxrZRl%3AWwbz40&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2459529&utm_content=b2c

Intermediate

Deep Learning AI

Advanced Computer Vision with TensorFlow

https://www.coursera.org/learn/advanced-computer-vision-with-tensorflow?irclickid=2tAQHxx0rxyPTFl2w4Tl0QsVUkFxMi3h%3AWwZXg0&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=3310965&utm_content=b2c

Advanced

Deep Learning AI

Artificial Creativity

https://www.coursera.org/learn/artificial-creativity

Intermediate

Parsons

Machine Learning Course (Andrew NG)

https://www.youtube.com/watch?v=jGwO_UgTS7I&list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU

Beginner

Stanford

Stanford NLP with Deep Learning

https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ

Intermediate

Stanford

Reinforcement Learning

https://www.youtube.com/watch?v=FgzM3zpZ55o&list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u

Intermediate

Stanford

Artificial Intelligence: Principles and Techniques

https://www.youtube.com/watch?v=ZiwogMtbjr4&list=PLoROMvodv4rOca_Ovz1DvdtWuz8BfSWL2

Intermediate

Stanford

Statistical Learning

https://online.stanford.edu/courses/sohs-ystatslearning-statistical-learning

Intermediate

Stanford

Computer Vision Course

https://www.youtube.com/playlist?list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk

Intermediate

Stanford

Machine Learning with Graphs

https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn

Intermediate

Stanford

Prompt Engineering For ChatGPT

https://www.coursera.org/learn/prompt-engineering

Beginner

Vanderbilt University

Developing AI Applications on Azure

https://www.coursera.org/learn/developing-ai-applications-azure

Advanced

Learn Quest

An Even Easier Introduction to CUDA

https://courses.nvidia.com/courses/course-v1:DLI+T-AC-01+V1/

Intermediate

Nvidia

Hands on Machine Learning with AWS & Nvidia

https://www.coursera.org/learn/machine-learning-aws-nvidia

Advanced

Nvidia

Machine Learning with Python

https://www.edx.org/course/machine-learning-with-python-from-linear-models-to?webview=false&campaign=Machine+Learning+with+Python%3A+from+Linear+Models+to+Deep+Learning&source=edx&product_category=course&placement_url=https%3A%2F%2Fwww.edx.org%2Fschool%2Fmitx

Beginner

MIT

Introduction To Computer Science And Programming In Python

https://ocw.mit.edu/courses/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/

Beginner

MIT

Introduction to Deep Learning

https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI

Beginner

MIT

Gilbert Strang lectures on Linear Algebra

https://www.youtube.com/playlist?list=PL49CF3715CB9EF31D

Intermediate

MIT

Programming for Everybody (Getting Started with Python)

https://www.coursera.org/learn/python

Beginner

University of Michigan

Applied Machine Learning in Python

https://www.coursera.org/learn/python-machine-learning

Intermediate

University of Michigan

ML Foundations: A Case Study Approach

https://www.coursera.org/learn/ml-foundations

Beginner

University of Washington

AI Fundamentals for Non-Data Scientists

https://www.coursera.org/learn/wharton-ai-fundamentals-non-data-scientists?specialization=ai-for-business-wharton

Beginner

University Of Penn

AI Applications in Marketing and Finance

https://www.coursera.org/learn/wharton-ai-applications-marketing-finance?specialization=ai-for-business-wharton

Beginner

University Of Penn

Machine Learning for Beginners

https://microsoft.github.io/ML-For-Beginners/#/?id=machine-learning-for-beginners-a-curriculum

Beginner

University Of Penn

AI For Beginners

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

Beginner

Microsoft

The Data Scientist’s Toolbox

https://www.coursera.org/learn/data-scientists-tools?specialization=jhu-data-science

Beginner

John Hopkins

Free Resources To Learn Prompting

https://learnprompting.org/docs/intro

Beginner

Learn Prompting

Deep Learning Prerequisites: The Numpy Stack in Python V2

https://www.udemy.com/course/numpy-python/

Intermediate

Lazy Programmer Inc

Deep Learning Lecture Series (Carnegie Mellon University)

https://www.youtube.com/playlist?list=PLp-0K3kfddPxRmjgjm0P1WT6H-gTqE8j9

Intermediate

Carnegie Mellon University

Computer Vision

https://www.kaggle.com/learn/computer-vision

Beginner

Kaggle

Feature Engineering

https://www.kaggle.com/learn/feature-engineering

Advanced

Kaggle

Introduction to Computer Vision

https://www.udacity.com/course/introduction-to-computer-vision--ud810?irclickid=0UKzBTxzBxyPUpaSiGzNlSsVUkFxMnSx%3AWwZXg0&irgwc=1&utm_source=affiliate&utm_medium=&aff=2406137&utm_term=&utm_campaign=__&utm_content=&adid=786224

Beginner

Georgia Tech

Computer Vision Basics

https://www.coursera.org/learn/computer-vision-basics?irclickid=2tAQHxx0rxyPTFl2w4Tl0QsVUkFxMnSR%3AWwZXg0&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=3310965&utm_content=b2c

Beginner

University at Buffalo

Foundations of Data Science: K-Means Clustering in Python

https://www.coursera.org/learn/data-science-k-means-clustering-python?irclickid=2tAQHxx0rxyPTFl2w4Tl0QsVUkFxMG3d%3AWwZXg0&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=3310965&utm_content=b2c

Beginner

University of London

Real Python YouTube Channel

https://www.youtube.com/c/RealPython/videos

Real Python