Robust, End-to-end Online ML Applications with Flyte, Pandera and Streamlit | PyData Global 2021
Robust, End-to-end Online Machine Learning Applications with Flyte, Pandera and Streamlit
Speaker: Niels Bantilan
Summary
The MLOps ecosystem is maturing to the point where data scientists have the tools they need to ship model-driven products, which would have otherwise required considerable dev ops and frontend engineering efforts. In particular, online machine learning is an area with a growing number of applications, and this talk will dive into building such applications using Flyte, Pandera, and Streamlit.
Description
The MLOps ecosystem is maturing to the point where machine learning engineers and data scientists have the tools that they need to prototype and ship ML-driven products that would have otherwise involved considerable dev ops and frontend engineering efforts.
As a case in point, online learning is an area of machine learning with a growing number of practical applications, such as supply chain management, predictive maintenance, and climate prediction. Online l
4 views
25
4
2 months ago 00:19:42 1
Planet Eclipse Geo R5 vs Luxe Idol vs Dye M3+ | Paintball Gun Comparison | Lone Wolf Paintball
2 months ago 00:09:56 11
Prijon Kayaks Beast PR-X “Detailed Walkthrough“
2 months ago 00:16:13 2
2024 Jeep Grand Cherokee - High-Tech Mid-Size Luxury SUV!
2 months ago 01:00:55 1
NATO Secretary General Jens Stoltenberg farewell speech and conversation, 19 SEP 2024
2 months ago 00:04:54 1
1970 Chevrolet Caprice # 2931 TPA
2 months ago 00:05:13 1
1970 Ford Mustang Mach 1 Restomod 5 Speed 351 Shaker: FOR SALE 18005627815
2 months ago 00:02:24 1
’Strong and robust’ Donald Trump will end Ukraine war - he WON’T give power back to Russia
2 months ago 00:02:18 1
Toyota Corolla Cross – Crash Test
2 months ago 00:13:35 1
Merging vs. Appending Queries in Power BI: Preparing for the PL-300 Certification Exam
2 months ago 00:07:09 1
Case Of The Year? Be Quiet! Light Base 900 FX - The Ultimate PC Case
2 months ago 00:11:59 1
Pictory AI Review - Full Tutorial 2024: Best AI Video Generator
2 months ago 00:00:45 1
Review of the S21 Pro 234T ASIC Miner - Power Consumption, Web Interface, and Design #s21pro #btc
3 months ago 00:09:01 1
The Rolex Daytona: Hype or Worth It?
3 months ago 00:02:26 3
Harley Benton - No Talking - MV-5 JB Just Playing
3 months ago 00:03:42 4
Harley Benton - MV-JB - 4 string vs. 5 string
3 months ago 00:02:30 1
All New 2022 Toyota HARRIER Sexy SUV! REDESIGN
3 months ago 00:30:05 1
The MATRIBOX II PRO is OUT NOW! Should you UPGRADE?!
3 months ago 00:01:01 1
Gantry Horizontal End Face Milling
3 months ago 00:31:50 1
Beethoven: String Quintet in C major, Op. 29 (with Score)
3 months ago 00:20:21 1
Ben Johnston – String Quartet No. 10 (1995)
3 months ago 00:02:18 1
Mario del Monaco - La donna è mobile (Film clip, 1953)
3 months ago 00:09:25 1
Design and Control of a Bipedal Robotic Character
3 months ago 00:05:35 1
1966 Ford Mustang, Gateway Classic Cars Louisville #3138 LOU
3 months ago 00:12:21 1
DIY Bicycle Frame: Bamboo Bicycle Club - Part 4 THE JIG