growpanda User
@growpandauser
ML/NLP engineer turning GenAI into production solutions for BFSI outcomes.
What I'm looking for
I’m an ML/NLP engineer turned AI practitioner with 5+ years delivering production models across Tech, BFSI/insurance, and Manufacturing. I combine technical depth with practical judgment to translate models into workflows people can actually use.
Today, I focus on the intersection of AI tools and real-world business outcomes—designing AI workflows, deploying AI-powered solutions, and enabling teams with tools like Claude, ChatGPT, and Gemini. I’m especially strong in prompt engineering, LLM evaluation, and building systems that make GenAI dependable in day-to-day operations.
In my recent work at HDFC Bank (CRAIN Team), I designed and deployed an XGBoost-based behavioral scorecard for SME lending and supported risk-based pricing improvements using expected loss and Basel-aligned metrics. Earlier, I built a Seq2Seq (BiLSTM + attention) model for classifying hospital bill sentences and created NLP pipelines for Knowledge Graphs and chatbot training datasets—then scaled delivery as a CTO while leading a 10-member team.
Experience
Work history, roles, and key accomplishments
Founder
Growpanda Toys
Jan 2024 - Jan 2025 (1 year)
Founded and ran an independent Montessori toy startup, building product, operations, and marketing from scratch. Applied rapid iteration and strong user-needs focus while operating under resource constraints.
Functional Analyst (Manager)
HDFC Bank
Sep 2021 - May 2024 (2 years 8 months)
Designed and deployed an XGBoost behavioral scorecard to classify SME borrowers into 10 credit-risk bands, and led risk-based pricing model development using expected loss and Basel-aligned metrics to improve underwriting precision. Translated model outputs into business-ready frameworks for cross-functional credit operations stakeholders.
Data Scientist
i3 Systems
Jun 2020 - Sep 2021 (1 year 3 months)
Built a Seq2Seq encoder-decoder model (BiLSTM + attention) to classify hospital bill sentences into policy categories, achieving 80% accuracy and reducing manual adjudication effort. Mapped billing data to insurance terminology using sentence embeddings and fine-tuned a VGG-based model to categorize medical X-rays for automated diagnostic routing.
Chief Technology Officer
iPing Data Labs
Jun 2019 - Jun 2020 (1 year)
Led a 10-member team delivering analytics products across BFSI and manufacturing clients. Built a Random Forest defect-detection model for aluminium surface quality using 20+ variables and performed root cause analysis to isolate production contributors.
Machine Learning Engineer
Quantiphi
Jan 2018 - Jun 2019 (1 year 5 months)
Built an NLP pipeline to generate knowledge graphs from news articles using NER, LDA, and sentiment analysis to surface entity relationships for downstream analytics. Created chatbot training datasets using KMeans clustering and cosine similarity and integrated them with Dialogflow for intent modeling.
Education
Degrees, certifications, and relevant coursework
BITS Pilani
M.Phil, Consciousness Studies
Grade: CGPA: 8.00
Completed an M.Phil in Consciousness Studies at BITS Pilani, achieving a CGPA of 8.00.
SPCE Mumbai
Bachelor of Technology (B.Tech), Mechanical Engineering
Grade: CGPA: 8.62
Activities and societies: GATE AIR 8249 (Score: 562); NCC 'B' and 'C' certificate holder; led BAJA team; organised a fundraiser at SPCE Mumbai.
Earned a B.Tech in Mechanical Engineering from SPCE Mumbai with a CGPA of 8.62.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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