Machine Learning with Python and Scikit-Learn – Full Course


Curriculum for the course Machine Learning with Python and Scikit-Learn – Full Course

This course is a practical and hands-on introduction to Machine Learning with Python and Scikit-Learn for beginners with basic knowledge of Python and statistics. It is designed and taught by Aakash N S, CEO and co-founder of Jovian. Check out their YouTube channel here: https://youtube.com/@jovianhq We'll start with the basics of machine learning by exploring models like linear & logistic regression and then move on to tree-based models like decision trees, random forests, and gradient-boosting machines. We'll also discuss best practices for approaching and managing machine learning projects and build a state-of-the-art machine learning model for a real-world dataset from scratch. We'll also look at unsupervised learning & recommendations briefly and walk through the process of deploying a machine-learning model to the cloud using the Flask web framework. By the end of this course, you'll be able to confidently build, train, and deploy machine learning models in the real world. To get the most out of this course, follow along & type out all the code yourself, and apply the techniques covered here to other real-world datasets & competitions that you can find on platforms like Kaggle. ⭐️ Topics & Notebooks ⭐️ ⌨️ (00:00:00) Introduction ⌨️ (00:00:25) Lesson 1 - Linear Regression and Gradient Descent ๐Ÿ”— https://jovian.ai/aakashns/python-sklearn-linear-regression ⌨️ (02:17:30) Lesson 2 - Logistic Regression for Classification ๐Ÿ”— https://jovian.ai/aakashns/python-sklearn-logistic-regression ⌨️ (04:53:26) Lesson 3 - Decision Trees and Random Forests ๐Ÿ”— https://jovian.ai/aakashns/sklearn-decision-trees-random-forests ⌨️ (07:25:29) Lesson 4 - How to Approach Machine Learning Projects ๐Ÿ”— https://jovian.com/aakashns/how-to-approach-ml-problems ⌨️ (10:06:13) Lesson 5 - Gradient Boosting Machines with XGBoost ๐Ÿ”— https://jovian.ai/aakashns/python-gradient-boosting-machines ⌨️ (12:20:57) Lesson 6 - Unsupervised Learning using Scikit-Learn ๐Ÿ”— https://jovian.ai/aakashns/sklearn-unsupervised-learning , https://jovian.ai/aakashns/movielens-fastai ⌨️ (13:53:18) Lesson 7 - Machine Learning Project from Scratch ๐Ÿ”— https://jovian.com/aakashns/nyc-taxi-fare-prediction-filled , https://jovian.com/aakashns/nyc-taxi-fare-prediction-blank ⌨️ (16:45:47) Lesson 8 - Deploying a Machine Learning Project with Flask ๐Ÿ”— https://jovian.com/biraj/deploying-a-machine-learning-model ๐ŸŽ‰ Thanks to our Champion and Sponsor supporters: ๐Ÿ‘พ davthecoder ๐Ÿ‘พ jedi-or-sith ๐Ÿ‘พ ๅ—ๅฎฎๅƒๅฝฑ ๐Ÿ‘พ Agustรญn Kussrow ๐Ÿ‘พ Nattira Maneerat ๐Ÿ‘พ Heather Wcislo ๐Ÿ‘พ Serhiy Kalinets ๐Ÿ‘พ Justin Hual ๐Ÿ‘พ Otis Morgan ๐Ÿ‘พ Oscar Rahnama -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

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