Comet Office Hours: Best Practices for Monitoring Models in Production

preview_player
Показать описание
In this clip from session 5 of our Office Hours series Dr. Santona Tuli of Astronomer and Dr. W. Ronny Huang of Google AI discuss their suggested best practices for monitoring models in production.

__

About Comet Office Hours:

Seven Simple Steps to a More Standardized Machine Learning Process

Description

This virtual series will take place over eight weeks with expert panelists, lectures from our host Harpreet Sahota, community practitioner interviews, and more. Series 1 will cover:

* Defining Business Impact with Your Machine Learning Projects
* How to Define Scope and Success Criteria for Your Machine Learning Projects
* Understanding, Validating, Versioning, and Engineering your Data
* How to Manage Experiments Like an Expert
*And more

__

About Comet:

Comet provides a self-hosted and cloud-based meta machine learning platform allowing data scientists and teams to track, compare, explain and optimize experiments and models.

Backed by thousands of users and multiple Fortune 100 companies, Comet provides insights and data to build better, more accurate AI models while improving productivity, collaboration and visibility across teams.

  1. Comet ML
  2. Data Science
  3. Standardizing the Experiment
  4. Education
  5. ML for Business
  6. Machine Learning Baselines
Рекомендации по теме
Comet Office Hours: 0:02:48

Comet Office Hours: Best Practices for Monitoring Models in Production

Office Hours Session 0:49:13

Office Hours Session 5: How to Manage Experiments Like an Expert

Comet Office Hours: 0:02:56

Comet Office Hours: The Best MLOps Tools for Beginners

Comet Office Hours: 0:03:08

Comet Office Hours: Tips on Learning Machine Learning and Data Science

Comet Office Hours 0:08:13

Comet Office Hours Working Session #5: Introduction to Feature Engineering

Comet Office Hours 0:11:35

Comet Office Hours Working Session #8: Regression Model Intro

Comet Office Hours 0:17:30

Comet Office Hours Working Session #4: Data Validation with Comet and Great Expectations

Comet Office Hours 0:50:24

Comet Office Hours (Session 1): Defining Business Impact with Your Machine Learning Projects

Comet Office Hours 0:18:27

Comet Office Hours Working Session #2: Regression Baseline

Comet Office Hours: 0:01:13

Comet Office Hours: Dr. Santona Tuli's Typical Work Day as a Data Scientist

COMET Best Practices 0:05:12

COMET Best Practices Orientation

Office Hours Session 0:48:51

Office Hours Session 7: How Model Management Makes Building Better Models Easier

Comet ML Office 0:46:58

Comet ML Office Hours! Feel free to ask questions

Comet Office Hours: 0:06:07

Comet Office Hours: Reproducibility as a Culture

Office Hours Session 0:53:59

Office Hours Session 6: Tackling the Reproducibility Crisis in Machine Learning

Comet Office Hours 0:26:12

Comet Office Hours (Session 2): Defining Scope & Success Criteria for Your Machine Learning Proj...

Comet Office Hours 0:48:46

Comet Office Hours Session 4: Understanding, Validating, Versioning, and Engineering your Data

Comet Office Hours 0:49:59

Comet Office Hours (Session 3): Have You Built a Good Machine Learning Model? Use Baselines.

Project best practices 0:01:32

Project best practices inspired by the Amazon workflow

Comet ML Office 1:25:32

Comet ML Office Hours 12 - 02MAY2021

How Web Sockets 0:05:28

How Web Sockets work | System Design Interview Basics

Don't Look Up 0:00:45

Don't Look Up 2021 | Ending scene | The Comet Destroys Earth

Office Hours (Session 0:47:01

Office Hours (Session 8): The Last Mile of Machine Learning and Beyond Model Serving and Monitoring

Comet ML Office 0:42:36

Comet ML Office Hours - Join here: http://bit.ly/comet-ml-oh