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Rajdeep Biswas

Data Scientist | Everything GenAI and LLMs

Bengaluru

5+ years of work experience

Interactions LLC
Jul 20242 yrs 3 mosPresent

• Designed and implemented prefix caching for a low-latency TTS inference pipeline, reducing repeated prompt computation across streaming requests and cutting average first-token latency by ~38% (from ~410ms to ~260ms). • Built various Multi-Agent AI applications in the customer support chat space, using GCP Agent Development Kit, to boost containment of IVR calls by 55%, and service turnaround time by 30%. • Introduced a novel LLM Confidence Measure mechanism using LLM API internal metrics to improve Generation Trustworthiness by 75%. A research publication is currently under the works in our research division of the company for this innovation. • Developed an improved RAG System by implementing rejection mechanisms at multiple points in the standard pipeline to improve accuracy and reduce hallucinations by 25%. • Finetuned custom lightweight language models and deployed them on GCP Model Registry as an endpoint, replacing vendor LLM intent classification and reducing costs by 90%.
SAP Labs India
Sep 20221 yr 11 mosJul 2024

• Developed multiple Prompt Engineering-based GenAI use cases, with Large Language Models (LLM) such as ChatGPT, Anthropic, Cohere, etc. tailoring solutions to diverse customer and developer personas.
SAP Labs India
Jun 20223 mosAug 2022

• Overlap analysis on textual data for a multiclass classification problem. Experiment on various preprocessing techniques to minimize class interaction and hence boost the accuracy of an AutoML provision from SAP (Data Attribute Recommendation).
SAP Labs India
Nov 20217 mosMay 2022

• Exploratory Data Analysis phase on F5 Load Balancer Telemetry data with HANA Infra Analytics. • Conclusive feasibility check for an NL2SQL project. Assessing various pretrained models like GPT-J, T5 + WikiSQL, SQLNet, etc. on a limited training dataset.
Institute of Engineering & Management, Kolkata
Feb 20202 mosMar 2020

Kolkata, West Bengal, India

Mentored the 2018 (sophomore) batch of ~120 students on software development skills; had multiple contact classes on various technology, while still being a final year student at the same institution.
SAP Labs India
Jun 20193 mosAug 2019

Greater Bengaluru Area

• Took up various bugfixes on the frontend of the product, based on ReactJS. Responded to and fixed multiple internal and customer incidents and backlogs. • Assessed the performance of various ML algorithms on matching intents and contributed to the NLP pipeline of a related product CoPilot. • Contributed in migration of a few modules of the product's backend from Ruby to Java Spring Boot, the microservices framework.
Think Again Lab
Mar 20193 mosMay 2019

Kolkata, West Bengal, India

Developed a web application using Laravel that helped the company take in workshop attendees' information and register them, which was thus far carried out manually.
Think Again Lab
Mar 20193 mosMay 2019

Kolkata, West Bengal, India

Built a Flappy Bird clone using PhaserJS; only for educational purposes to be demonstrated to schoolchildren for TAL's early tech development and learning program to motivate the area of video game development and design.
Think Again Lab
Mar 20193 mosMay 2019

Kolkata, West Bengal, India

Created promotional material, with Adobe Premiere Pro CC 2017, for the company's workshops and seminars with multiple videos finalized for online publication.

Rajdeep’s AI Stack

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Education

Birla Institute of Technology and Science, Pilani

Master of Technology - MTech, Computer Software Engineering

Birla Institute of Technology and Science, Pilani

20242024
Institute of Engineering & Management, Kolkata

Bachelor's degree, Computer Science

Institute of Engineering & Management, Kolkata

20202020

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Headline

Data Scientist | Everything GenAI and LLMs

About

I specialize around Data Science / Machine Learning with 6 years of demonstrated ability to work in enterprise software engineering. Equal interest towards academia, including research publication. Check out my work @ https://rajdeep-biswas.github.io

Location

Bengaluru

AI stack

claude code

cursor

Work experience

Research Scientist at Interactions LLC, Jul 2024 - Present · 2 yrs 3 mos, • Designed and implemented prefix caching for a low-latency TTS inference pipeline, reducing repeated prompt computation across streaming requests and cutting average first-token latency by ~38% (from ~410ms to ~260ms). • Built various Multi-Agent AI applications in the customer support chat space, using GCP Agent Development Kit, to boost containment of IVR calls by 55%, and service turnaround time by 30%. • Introduced a novel LLM Confidence Measure mechanism using LLM API internal metrics to improve Generation Trustworthiness by 75%. A research publication is currently under the works in our research division of the company for this innovation. • Developed an improved RAG System by implementing rejection mechanisms at multiple points in the standard pipeline to improve accuracy and reduce hallucinations by 25%. • Finetuned custom lightweight language models and deployed them on GCP Model Registry as an endpoint, replacing vendor LLM intent classification and reducing costs by 90%.

CXS - Alerting & Prediction Management (Data Scientist) at SAP Labs India, Sep 2022 - Jul 2024 · 1 yr 11 mos, • Developed multiple Prompt Engineering-based GenAI use cases, with Large Language Models (LLM) such as ChatGPT, Anthropic, Cohere, etc. tailoring solutions to diverse customer and developer personas.

Intelligent Spend Management (Data Scientist) at SAP Labs India, Jun 2022 - Aug 2022 · 3 mos, • Overlap analysis on textual data for a multiclass classification problem. Experiment on various preprocessing techniques to minimize class interaction and hence boost the accuracy of an AutoML provision from SAP (Data Attribute Recommendation).

Innovation Center Network (ML Engineer) at SAP Labs India, Nov 2021 - May 2022 · 7 mos, • Exploratory Data Analysis phase on F5 Load Balancer Telemetry data with HANA Infra Analytics. • Conclusive feasibility check for an NL2SQL project. Assessing various pretrained models like GPT-J, T5 + WikiSQL, SQLNet, etc. on a limited training dataset.

Student Mentor at Institute of Engineering & Management, Kolkata, Feb 2020 - Mar 2020 · 2 mos, Kolkata, West Bengal, India, Mentored the 2018 (sophomore) batch of ~120 students on software development skills; had multiple contact classes on various technology, while still being a final year student at the same institution.

Intern - Conversational AI at SAP Labs India, Jun 2019 - Aug 2019 · 3 mos, Greater Bengaluru Area, • Took up various bugfixes on the frontend of the product, based on ReactJS. Responded to and fixed multiple internal and customer incidents and backlogs. • Assessed the performance of various ML algorithms on matching intents and contributed to the NLP pipeline of a related product CoPilot. • Contributed in migration of a few modules of the product's backend from Ruby to Java Spring Boot, the microservices framework.

Web Developer at Think Again Lab, Mar 2019 - May 2019 · 3 mos, Kolkata, West Bengal, India, Developed a web application using Laravel that helped the company take in workshop attendees' information and register them, which was thus far carried out manually.

Game Developer at Think Again Lab, Mar 2019 - May 2019 · 3 mos, Kolkata, West Bengal, India, Built a Flappy Bird clone using PhaserJS; only for educational purposes to be demonstrated to schoolchildren for TAL's early tech development and learning program to motivate the area of video game development and design.

Video Producer at Think Again Lab, Mar 2019 - May 2019 · 3 mos, Kolkata, West Bengal, India, Created promotional material, with Adobe Premiere Pro CC 2017, for the company's workshops and seminars with multiple videos finalized for online publication.

Education

Master of Technology - MTech, Computer Software Engineering, Birla Institute of Technology and Science, Pilani

Bachelor's degree, Computer Science, Institute of Engineering & Management, Kolkata

Public links

github: https://github.com/rajdeep-biswas

rajdeep-biswas.github.io: https://rajdeep-biswas.github.io/