Name: ⚡ Lightning Talk: Enhancing Hyperparameter Optimization with Advanced Parameter Distributions - Shashank Mittal, Kubeflow
Start: 2024-12-12T11:50:00+0530
End: 2024-12-12T11:55:00+0530

In-person
11-12 December
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Thursday December 12, 2024 11:50am - 11:55am IST

Auditorium

In this session, Shashank Mittal, a Google Summer of Code (GSoC) 2024 contributor for Kubeflow, will discuss his work on enhancing the Katib component's Experiment APIs to support a wide range of parameter distributions for hyperparameter optimization. Katib is an integral part of the Kubeflow ecosystem that enables scalable and efficient hyperparameter tuning in machine learning workflows. The session will focus on the technical challenges and solutions involved in adding support for distributions such as uniform, log-uniform, normal, and lognormal, among others. Attendees will gain insights into the process of integrating these distributions into Katib's APIs and suggestion services like Optuna and Hyperopt. This talk is designed for developers and data scientists interested in MLOps and cloud-native machine learning infrastructure, highlighting the importance of advanced hyperparameter optimization techniques in improving model performance.

Speakers

Shashank Mittal

Shashank Mittal, Kubeflow

Shashank Mittal is a B.Tech student at IIT BHU and a 2024 Google Summer of Code contributor to Kubeflow. He specializes in MLOps and DevOps, focusing on enhancing hyperparameter optimization capabilities in cloud-native environments. His work in Kubeflow's Katib involves integrating... Read More →

Thursday December 12, 2024 11:50am - 11:55am IST
Auditorium

⚡ Lightning Talks, AI + ML

Content Experience Level Intermediate

KubeCon + CloudNativeCon India 2024

Shashank Mittal

Attendees (20)

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