MLOps, short for Machine Learning Operations, refers to the practice of applying DevOps principles to machine learning. This MLOps course will guide you through an end-to-end MLOps project, covering everything from data ingestion to deployment, using state-of-the-art tools like ZenML, MLflow, and various MLOps libraries.
💻 Code: https://github.com/ayush714/mlops-projects-course/tree/main
✏️ Course created by @AyushSinghSh
⭐️ Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:01:28) MLOps Fundamentals (introduction to mlops)
⌨️ (0:32:54) Fundamentals of Zenml
⌨️ (0:45:31) Customer Satisfaction project
⌨️ (0:45:51) Dataset of Olist customer dataset
⌨️ (0:49:01) Installing necessary libraries
⌨️ (0:55:01) Creating blueprint of steps
⌨️ (1:08:06) Zenml Dashboard
⌨️ (1:13:46) Implementing steps
⌨️ (1:15:01) Working on data cleaning
⌨️ (1:33:41) Working on model development
⌨️ (1:41:09) Working on evaluation model
⌨️ (1:48:36) Run pipeline
⌨️ (1:54:28) Implementing experiment tracker
⌨️ (2:11:02) Deployment pipeline
⌨️ (2:58:08) Streamlit app
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 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
source
The 3rd International Conference on Machine Learning and Automation Keynote Speech: Android Malware and The…
If you use the Gutenberg page builder, one of the best free plugins has to…
👉Get Custom News Alerts for Your Stock Portfolio. 7 Day Free Trial at https://felixfriends.org/tradevision 👤…
Prompts ⬇️⬇️ Ai image 1 Turn this image into a retro, vintage-inspired cinematic portrait of…
#ai #generativeai #artificialintelligence - Generative AI is reshaping how we write, code, design, and solve…
If you want to utilize our inclusive language analysis on Yoast SEO, you need to…