Submissions for MLOps November edition
On ML workflows, tools, automation and running ML in production
This project is accepting submissions for MLOps November conference edition.
The first edition of the MLOps conference was held on 23, 24 and 27 July. Details about the conference including videos and blog posts are published at https://hasgeek.com/fifthelephant/mlops-conference/
Contact information: For inquiries, contact The Fifth Elephant on fifthelephant.editorial@hasgeek.com or call 7676332020.
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The Fifth Elephant - known as one of the best data science and Machine Learning conference in Asia - has transitioned into a year-round forum for conversations about data and ML engineering; data science in production; data security and privacy practices. more
PD
Praveen Dhinwa
@pdhinwa
ML Infrastructure for Feed Recommendations at ShareChat
Submitted Jul 14, 2021
Overview
In this talk, we will describe ShareChat’s feed recommendation infrastructure in detail. The talk will delve into various ml-infrastructure related aspects, such as model training, serving, design, and development of feature-store, and also feature-computation pipelines. The subject matter will also provide insights and learnings that we have obtained via building these large-scale, low latency and fault-tolerant systems. Additionally, we will describe strategies we have employed for disaster management and automated recovery.
Outline of the talk:
Introduction
Scale of our feed system
General outline of the recommendation pipeline
Model Training at ShareChat
- Incremental models
- Real time models
- Ranker related models
Model serving:
- Realtime model inferencing , model versioning, hot reloading and tools that we use.
Feature Store:
- Requirements
- Initial version of feature store at ShareChat, what we tried, what didn’t work.
- Current structure
Feature computation pipelines:
- Batch and real time pipelines with details
Feature logging and model monitoring
Disaster management:
Learning and Conclusion:
Future Directions
Comments
Hosted by
The Fifth Elephant - known as one of the best data science and Machine Learning conference in Asia - has transitioned into a year-round forum for conversations about data and ML engineering; data science in production; data security and privacy practices. more
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