WORKSHOP
A hands-on experience with customising embeddings
19th OCT 2023 | 11:30 AM to 02:00 PM
Venue: Workshop Room 2, NIMHANS Convention Centre, Bangalore
FEE: ₹2999 (Limited seats available)
In this workshop, we will try to understand the performance impact of customised embeddings on a well-known public domain retrieval dataset.
Srikar Yekollu
Site Architecture and Data Science Head, Clari
- Anyone skilled in python and a curiosity in current LLM tech
- Google Colab
- Understanding a dataset
- Understanding metrics for IR
- MRR and NDCG after customisation using vanilla OpenAI embeddings
- Understand the customisation strategy, amount of data, number of parameters, learning rate
- MRR and NDCG after customisation using vanilla OpenAI embeddings
- Performance as we change learning rate, dataset size etc
- Basic knowledge on programming in python
- Attendees should bring their laptops.
Benefits/Takeaways of this workshop for the attendees
Decision making information for performance improvements through customizing embeddings for domain specificity.
About Speakers
Srikar Yekollu, Site Architecture and Data Science Head, Clari Srikar is the Founder and CTO of Wingman (saas; salestech) which is now Clari Copilot. He is currently the Architect for Clari India. A computer science grad and tech enthusiast, whose 18-year pre-entrepreneur career spans across Uber, Google, Amazon and Trilogy. All of this was as an engineer spent either building ML infrastructure or applying ML to solve product problems. He enjoys yoga and meditation in his free time.