How to Deploy Machine Learning Models (ft. Runway)

Thu Vu ยท Beginner ยท๐Ÿ“Š Data Analytics & Business Intelligence ยท3y ago

About this lesson

โš™๏ธ Runway - MLOps made easy: https://bit.ly/mrxrunway ๐Ÿ›ฃ Full Stack Data science roadmap: https://shorturl.at/abiJY ๐Ÿ“š Designing Machine Learning Systems (by Chip Huyen) ๐Ÿ‘‰ https://amzn.to/3Cajv0Y ๐Ÿ‘” Need help with preparing for your next data science interview? Use referral code โ€˜thuvuโ€™ to get 10% discount on any of the offerings on https://datainterview.com ๐ŸŒŸ Master Python and Build Awesome AI Projects ๐Ÿ‘‰ https://python-course-earlybird.framer.website/?&utm_source=mldeploy Receive top data science/ AI insights in your inbox ๐Ÿ‘‰ https://thu-vu.ck.page/49c5ee08f6 ๐Ÿ”‘ TIMESTAMPS ================================ 0:00 - Intro 0:51 - Model deployment explained 2:44 - What we are going to build 3:40 - Creating project, setting up dev. environment 4:33 - Link extension, data prep & model training 8:21 - Saving model to Runway 9:04 - Creating model API 10:21 - Making prediction requests using model API 10:56 - Redeploying model 12:07 - Deleting model and pipeline 12:32 - Conclusions ๐Ÿ‘ฉ๐Ÿปโ€๐Ÿ’ป COURSES & RESOURCES ================================ ๐Ÿ“– Google Advanced Data Analytics Certificate ๐Ÿ‘‰ https://imp.i384100.net/anK9zZ ๐Ÿ“– Google Data Analytics Certificate ๐Ÿ‘‰ https://imp.i384100.net/15v9y6 ๐Ÿ“– Learn SQL Basics for Data Science Specialization ๐Ÿ‘‰ https://imp.i384100.net/AovPnJ ๐Ÿ“– Excel Skills for Business ๐Ÿ‘‰ https://coursera.pxf.io/doPaoy ๐Ÿ“– Machine Learning Specialization ๐Ÿ‘‰ https://imp.i384100.net/RyjykN ๐Ÿ“– Data Visualization with Tableau Specialization ๐Ÿ‘‰https://imp.i384100.net/n15XWR ๐Ÿ“– Deep Learning Specialization ๐Ÿ‘‰ https://imp.i384100.net/zavBA0 ๐Ÿ“– Mathematics for Machine Learning and Data Science Specialization ๐Ÿ‘‰ https://imp.i384100.net/LXK0gj ๐Ÿ“– Applied Data Science with Python ๐Ÿ‘‰ https://imp.i384100.net/gbxOqv ๐Ÿ™‹๐Ÿปโ€โ™€๏ธ LET'S CONNECT! ================================ ๐Ÿค“ Join my Discord server: https://discord.gg/SK7ZC5XhcS ๐Ÿ“ฉ Newsletter: https://thu-vu.ck.page/profile โœ Medium: https://medium.com/@vuthihienthu.ueb ๐Ÿ”— All links: https://linktr.ee/thuvuanalytics

Original Description

โš™๏ธ Runway - MLOps made easy: https://bit.ly/mrxrunway ๐Ÿ›ฃ Full Stack Data science roadmap: https://shorturl.at/abiJY ๐Ÿ“š Designing Machine Learning Systems (by Chip Huyen) ๐Ÿ‘‰ https://amzn.to/3Cajv0Y ๐Ÿ‘” Need help with preparing for your next data science interview? Use referral code โ€˜thuvuโ€™ to get 10% discount on any of the offerings on https://datainterview.com ๐ŸŒŸ Master Python and Build Awesome AI Projects ๐Ÿ‘‰ https://python-course-earlybird.framer.website/?&utm_source=mldeploy Receive top data science/ AI insights in your inbox ๐Ÿ‘‰ https://thu-vu.ck.page/49c5ee08f6 ๐Ÿ”‘ TIMESTAMPS ================================ 0:00 - Intro 0:51 - Model deployment explained 2:44 - What we are going to build 3:40 - Creating project, setting up dev. environment 4:33 - Link extension, data prep & model training 8:21 - Saving model to Runway 9:04 - Creating model API 10:21 - Making prediction requests using model API 10:56 - Redeploying model 12:07 - Deleting model and pipeline 12:32 - Conclusions ๐Ÿ‘ฉ๐Ÿปโ€๐Ÿ’ป COURSES & RESOURCES ================================ ๐Ÿ“– Google Advanced Data Analytics Certificate ๐Ÿ‘‰ https://imp.i384100.net/anK9zZ ๐Ÿ“– Google Data Analytics Certificate ๐Ÿ‘‰ https://imp.i384100.net/15v9y6 ๐Ÿ“– Learn SQL Basics for Data Science Specialization ๐Ÿ‘‰ https://imp.i384100.net/AovPnJ ๐Ÿ“– Excel Skills for Business ๐Ÿ‘‰ https://coursera.pxf.io/doPaoy ๐Ÿ“– Machine Learning Specialization ๐Ÿ‘‰ https://imp.i384100.net/RyjykN ๐Ÿ“– Data Visualization with Tableau Specialization ๐Ÿ‘‰https://imp.i384100.net/n15XWR ๐Ÿ“– Deep Learning Specialization ๐Ÿ‘‰ https://imp.i384100.net/zavBA0 ๐Ÿ“– Mathematics for Machine Learning and Data Science Specialization ๐Ÿ‘‰ https://imp.i384100.net/LXK0gj ๐Ÿ“– Applied Data Science with Python ๐Ÿ‘‰ https://imp.i384100.net/gbxOqv ๐Ÿ™‹๐Ÿปโ€โ™€๏ธ LET'S CONNECT! ================================ ๐Ÿค“ Join my Discord server: https://discord.gg/SK7ZC5XhcS ๐Ÿ“ฉ Newsletter: https://thu-vu.ck.page/profile โœ Medium: https://medium.com/@vuthihienthu.ueb ๐Ÿ”— All links: https://linktr.ee/thuvuanalytics
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Chapters (11)

Intro
0:51 Model deployment explained
2:44 What we are going to build
3:40 Creating project, setting up dev. environment
4:33 Link extension, data prep & model training
8:21 Saving model to Runway
9:04 Creating model API
10:21 Making prediction requests using model API
10:56 Redeploying model
12:07 Deleting model and pipeline
12:32 Conclusions
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