I’ve been asked a few times from a couple of different people about which resources I recommend for both developers and non-developers trying to find their way in the world of AI.
In today’s video, I thought I’d list my favourite (and up-to-date) resources for getting into the field that I keep recommending to others. We’ll start with everything from the required mathematics and getting started with Python; then we’ll move on to some of the more detailed deep-learning stuff as we get further into the video, covering PyTorch, matplotlib, pandas, and much more.
However, there are so many others that I’m sure I’ve missed – if there’s anything you think could improve this list, please drop me a comment and let me know!
Resources
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Mathematics
– Mathematics for Machine Learning and Data Science: https://www.deeplearning.ai/courses/mathematics-for-machine-learning-and-data-science-specialization/
Python
– Treehouse: https://teamtreehouse.com/
– Codecademy: https://www.codecademy.com/
Python Libraries (Matplotlib, Numpy, Pandas, Jupyter Notebooks)
– Python for Data Analysis: https://wesmckinney.com/book/
Deep Learning & AI
– Daniel Bourke’s Learn PyTorch for Deep Learning in a Day: https://www.youtube.com/watch?v=Z_ikDlimN6A
– Hugging Face’s NLP Course: https://huggingface.co/learn/nlp-course
– (Forgot to mention in the video) – DeepLearning’s course is excellent too! – https://www.deeplearning.ai/courses/machine-learning-specialization/
– Kaggle Competitions: https://www.kaggle.com/competitions
Timestamps
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0:00 Intro
0:20 Mathematics: Mathematics for Machine Learning and Data Science
1:13 Python for Beginners: Treehouse
2:18 Python for Beginners: Codecademy
2:41 Required Python Libraries: Outline
3:21 Required Python Libraries: Python for Data Analysis
3:51 Deep Learning & AI: Learn PyTorch for Deep Learning in a Day
4:55 Deep Learning & AI: Hugging Face’s NLP Course
5:37 Deep Learning & AI: Kaggle Competitions
6:31 Outtro
Tags
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#machinelearning #ailearning #ai #aicourse #deeplearning #generativeai #openai #pytorch #python #chatgpt #artificialintelligence
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