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Resources you need to start building AI tools

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Resources you need to start building AI tools
Artificial Intelligence
Name
Link
Difficulty
Organization
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
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
Generative AI Fundamentals
https://www.cloudskillsboost.google/course_templates/556
Beginner
Google
Artificial Creativity
https://www.coursera.org/learn/artificial-creativity
Intermediate
Parsons
Artificial Intelligence: Principles and Techniques
https://www.youtube.com/watch?v=ZiwogMtbjr4&list=PLoROMvodv4rOca_Ovz1DvdtWuz8BfSWL2
Intermediate
Stanford
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
AI For Beginners
https://microsoft.github.io/AI-For-Beginners/
Beginner
Microsoft
ChatGPT
Name
Link
Difficulty
Organization
GPT-4 - How does it work, and how do I build apps with it?
https://www.youtube.com/watch?v=vw-KWfKwvTQ
Intermediate
Harvard
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
Prompt Engineering For ChatGPT
https://www.coursera.org/learn/prompt-engineering
Beginner
Vanderbilt University
Free Resources To Learn Prompting
https://learnprompting.org/docs/intro
Beginner
Learn Prompting
Computer Vision
Name
Link
Difficulty
Organization
Introduction to Image Generation
https://www.cloudskillsboost.google/course_templates/541
Beginner
Google
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
Computer Vision Course
https://www.youtube.com/playlist?list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk
Intermediate
Stanford
Computer Vision
https://www.kaggle.com/learn/computer-vision
Beginner
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
Data Science
Name
Link
Difficulty
Organization
Data Science: Machine Learning
https://www.edx.org/course/data-science-machine-learning
Intermediate
Harvard
Reinforcement Learning
https://www.youtube.com/watch?v=FgzM3zpZ55o&list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u
Intermediate
Stanford
The Data Scientist’s Toolbox
https://www.coursera.org/learn/data-scientists-tools?specialization=jhu-data-science
Beginner
John Hopkins
Deep Learning Lecture Series (Carnegie Mellon University)
https://www.youtube.com/playlist?list=PLp-0K3kfddPxRmjgjm0P1WT6H-gTqE8j9
Intermediate
Carnegie Mellon University
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
Deep Learning
Name
Link
Difficulty
Organization
Deep Learning Lecture Series 2021 (DeepMind x UCL)
https://www.youtube.com/playlist?list=PLqYmG7hTraZDVH599EItlEWsUOsJbAodm
Intermediate
Google
Neural Networks and Deep Learning
https://www.coursera.org/learn/neural-networks-deep-learning
Intermediate
Deep Learning AI
Stanford NLP with Deep Learning
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ
Intermediate
Stanford
Introduction to Deep Learning
https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Beginner
MIT
Deep Learning Prerequisites: The Numpy Stack in Python V2
https://www.udemy.com/course/numpy-python/
Intermediate
Lazy Programmer Inc
Machine Learning
Name
Link
Difficulty
Organization
Fundamentals of TinyML
https://www.edx.org/course/fundamentals-of-tinyml
Beginner
Harvard
Machine Learning Introduction For Everyone
https://www.coursera.org/learn/machine-learning-introduction-for-everyone
Beginner
IBM
Introduction To Large Language Models
https://www.cloudskillsboost.google/course_templates/539
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
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
Machine Learning Course (Andrew NG)
https://www.youtube.com/watch?v=jGwO_UgTS7I&list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU
Beginner
Stanford
Statistical Learning
https://online.stanford.edu/courses/sohs-ystatslearning-statistical-learning
Intermediate
Stanford
Machine Learning with Graphs
https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn
Intermediate
Stanford
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
Gilbert Strang lectures on Linear Algebra
https://www.youtube.com/playlist?list=PL49CF3715CB9EF31D
Intermediate
MIT
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
Machine Learning for Beginners
https://microsoft.github.io/ML-For-Beginners/#/?id=machine-learning-for-beginners-a-curriculum
Beginner
University Of Penn
Feature Engineering
https://www.kaggle.com/learn/feature-engineering
Advanced
Kaggle
NLP
Name
Link
Difficulty
Organization
Transformer Models and BERT Model
https://www.cloudskillsboost.google/course_templates/538
Beginner
Harvard
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
Python
Name
Link
Difficulty
Organization
Introduction to Artificial Intelligence with Python
https://pll.harvard.edu/course/cs50s-introduction-artificial-intelligence-python/2023-05
Intermediate
Harvard
Google's Python Class
https://developers.google.com/edu/python/lists
Beginner
Google
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
Programming for Everybody (Getting Started with Python)
https://www.coursera.org/learn/python
Beginner
University of Michigan
Real Python YouTube Channel
https://www.youtube.com/c/RealPython/videos
Real Python