Parikshit Saikia
Senior Data Scientist
Chandigarh, India
Summary
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Senior🎓
Top SchoolParikshit Saikia is a Senior Data Scientist based in Chandigarh with 7 years of experience and a 3-year focus on NLP for the patent domain, transforming dense technical documents into actionable IP insights. At GreyB he built memory- and compute-efficient LLMs and classifiers—fine-tuning Llama-3.1-8B for full-text patent summarization and cutting inference time by 88%, and designing a 31M-parameter patent classifier that improved memory usage by 92%. He has end-to-end product experience across semantic search (PQAI), re-ranking, indexing and real-time span highlighting, plus hands-on skill with DeBERTa-V3 for problem-statement extraction. Comfortable shipping lightweight models for production and edge scenarios, he also brings a background in CV and mobile deployment from AR/VR and OCR projects. Known for squeezing high performance out of constrained models, he pairs practical engineering with domain expertise in intellectual property analytics.
7 years of coding experience
Bachelor of Technology, Computer Science, 8.23 / 10, Bachelor of Technology, Computer Science, 8.23 / 10 at Tezpur University
Github Skills (38)
cuda8
pytorch7
inference7
classifiers7
transformer7
gpt6
amd6
llm6
mlops5
menu5
korean-nlp5
llama5
llmops4
tpu4
python4
Programming languages (3)
Github contributions (5)
parikshitsaikia1619/Autonomous-Vehicle-Unity
Oct 2020 - May 2022
Contributions:27 commits, 31 pushes, 1 branch in 1 year 7 months
parikshitsaikia1619/pqai-db
Jan 2022 - Dec 2022
Document database service for PQAI
Contributions:2 PRs, 15 pushes, 3 branches in 10 months
pqaidatabasedocument-database
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