Validating Machine Learning Model and Avoiding Common Challenges | Community Webinar

Learn how to validate your machine learning model and how to avoid common challenges. Building a good and stable machine learning model is hard. The wide variety of challenges in the process includes biases when building or splitting the datasets, data leakages, data quality, and integrity issues, drifts, model performance stability, and many more. In this session we’ll explore these types of challenges, give real-life examples of such faults, and suggest a structure for building tests for these types of issues, to enable validating them efficiently. We’ll include a hands-on demonstration of running validation tests during the ML research phase (which you can follow along by running it locally). By the end of this session, you’ll have the knowledge about which issues to look out for to avoid critical problems, along with the tools for how to do so efficiently. Table of Contents: 00:00 Introduction 03:15 ML Failures and Motivation 18:10 ML Validation/Testing 24:35 Deepcheck Packages 29:15 Live Code Example 46:32 QnA -- Download Live Code: https://bit.ly/3Of8am0 Deepchecks Github: https://github.com/deepchecks/deepchecks Deepchecks Docs: https://docs.deepchecks.com/ Deepchecks Checks Demo: https://checks-demo.deepchecks.com/ Deepcheck Slack Community: https://www.deepchecks.com/slack Deepchecks Website: https://www.deepchecks.com/ -- For more captivating community talks featuring renowned speakers, check out this playlist: https://youtube.com/playlist?list=PL8eNk_zTBST-EBv2LDSW9Wx_V4Gy5OPFT For further tutorials on the fundamentals of machine learning, check out this exclusive playlist: https://youtube.com/playlist?list=PL8eNk_zTBST-RTog7CPYvRfs1pYRWkPHG -- At Data Science Dojo, we believe data science is for everyone. Our data science trainings have been attended by more than 10,000 employees from over 2,500 companies globally, including many leaders in tech like Microsoft, Google, and Facebook. For more information please visit: https://hubs.la/Q01Z-13k0 ���