This video breaks down practical steps on how to learning machine learning with Python. It's the video I wish I had watched when I started learning machine learning. My machine learning course - Blog post version of this video - Learn all of this in one place on DataCamp - Bonus: A 6 step field guide for the modelling phase of machine learning projects - Other Links Mentioned (in order) Step 1 - Learn Python, data science tools and machine learning concepts Elements of AI - Python for Everybody on Coursera - Learn Python by freeCodeCamp - Corey Schafer's Anaconda Tutorial - Bonus: My Anaconda Blog Post - Corey Schafer's Jupyter Notebook Tutorial - Step 2 - Learn data manipulation, analysis and visualization with pandas, NumPy and Matplotlib Applied Data Science with Python - Codebasics Pandas series - freeCodeCamp NumPy video - Sentdex Matplotlib series - Step 3 - Learn machine learning with scikit-learn Data School scikit-learn series - Bonus: fastai machine learning course - Step 4 - Learn deep learning and neural networks Andrew Ng’s deep learning specialization on Coursera - fastai deep learning curriculum - Step 5 - Extra curriculum & books My favourite machine learning books (video) - Python for Data Analysis by Wes McKinney - Hands-on Machine Learning with scikit-learn and TensorFlow by Aurelien Geron - The Mechanics of Machine Learning by Terrence Parr and Jeremy Howard - A Gentle Introduction to Exploratory Data Analysis (project example) - How to work on your own machine learning projects (article) - Timestamps 0:26 - Who this video is for 0:41 - My style of learning (code first) 1:51 - Step 1, learn Python, data science tools and machine learning concepts 3:10 - Step 2, learn data manipulation, analysis and visualization with Pandas, NumPy and Matplotlib 4:57 - Step 3, learn machine learning with scikit-learn 6:07 - Step 4, learn deep learning and neural networks 7:33 - Step 5, Extra curriculum & books 10:07 - Where can I learn all these skills? 10:47 - How long should all of this take? 11:45 - What about statistics? Probability? Math? 12:19 - What about certifications? Note: Affiliate links have been used where possible. This means when you click a link and purchase something I may get a percentage of the purchase price. It will not change the price of the item. Get email updates on my work - Support on Patreon - Connect elsewhere: Web - Quora - Medium - Twitter - LinkedIn -