MLflow Python Tutorial - ML Model Experiment Tracking

Video Description

In this tutorial we will explore how to use MLflow to track and monitor your machine learning models. 💻 Code:https://github.com/jcharis 📝 Blog:https://blog.jcharistech.com 📺 Become a Patron:https://www.patreon.com/jcharistech 🧑🏻‍🔧 Warp Terminal Invite:https://app.warp.dev/referral/4ZPKPX 🎓=== Check out these Awesome Data Science Courses!===🎓 🧑🏻‍🔧 Building ML Web Apps:https://www.udemy.com/course/building-machine-learning-web-apps-with-python/?referralCode=0708D7CBFE0B755E3869 🧑🏻‍🎓 Learn Streamlit: https://www.udemy.com/course/learn-streamlit-python/?referralCode=69B20B53EC91BE05DCA8 🧑‍🎓BioInformatics in Python:https://www.udemy.com/course/bioinformatics-with-python/?referralCode=F77A6E8863E460D0FD19 🤵🏻 Go4DataScience & Go For NLP(Udemy): https://www.udemy.com/course/go-for-data-science-and-natural-language-processing-golang/?referralCode=230456D247CDA3CC794F 🧑🏻‍🔧 Machine Learning in Python:https://www.udemy.com/course/machine-learning-in-python-extras/?referralCode=037F1194A808C500E8DF 🧑🏻‍🎓 DVC and Git For Data Science:https://www.udemy.com/course/dvc-and-git-for-data-science/?referralCode=A92EC101965A2C4A876F 🧑🏻‍🔧 Practical Backend Developer Roadmap: https://www.udemy.com/course/practical-backend-developer-roadmap-python-julia-go/?referralCode=B250E9CA33984B0A07C6 If you liked the video don't forget to leave a like 👍 or subscribe ❤️. ⚡ If you need any help just message me in the comments, you never know it might help someone else too. ⚡ JCharisTech ⏲️===TimeStamps===⏲️ 0:01 Intro 01:15 Installation & Setup 02:25 ML Model Project 05:45 Why ML Model tracking 07:16 How to setup MLflow 08:50 Logging Metrics, Params, Models 12:29 Exploring MLflow UI 14:20 How to Train and Track Multiple Models 19:10 Explaining MLflow metrics and logs 21:10 Plots of Multiple ML Model metrics 23:18 Comparing Multiple Metrics 22:25 Artifacts and Models 24:55 Recap Support the Channel: Become a Patreon 📺 Become a Patron:https://www.patreon.com/jcharistech ◾◾◾Get The SacredText App◾◾◾ @ Playstore : https://play.google.com/store/apps/details?id=com.jcharistech.sacredtexts&hl=en ◾◾◾ Need Your Dataset Cleaned check out this gig ◾◾◾ https://www.fiverr.com/jesiel_/clean-your-dataset-with-python Follow 💻 https://www.facebook.com/jcharistech/ 🌎 Website: https://jcharistech.com 📂 GitHub: https://github.com/Jcharis/ 📱 Twitter: https://twitter.com/JCharisTech 📝 Blog: https://blog.jcharistech.com 📺 Patreon: https://www.patreon.com/jcharistech 🌐 WP: https://jcharistech.wordpress.com/ 🏫 Course: http://jcharistech-institute.thinkific.com/courses/