About me (Registered since 17/07/2025)
Machine Learning Lead with 12+ years of experience building AI-driven solutions across NLP, Generative AI, Computer Vision, RAG, and Deep Learning. Expertise in Generative AI, AI Agents, LLMs, prompt engineering, document processing, and AI-driven automation. Passionate about optimizing ML pipelines, reducing inference costs, and mentoring AI professionals. Proven ability to drive innovation, improve model accuracy, and lead high-impact AI initiatives.
Skills
Tech Skills
Education
- August 2007 - June 2011
Work Experience
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August 2024 - Present
Daxa AI, India
Principle AI Enginner
- I performed comprehensive dataset quality analysis for text classification, uncovering key biases and inconsistencies, which enhanced the accuracy of the DistilBERT-based classification model by 8%.
- I built an entity classification model using Gemma 9B, deployed it in production using VLLM, and achieved>95% accuracy across 20 entity categories.
- I contributed to developing an RAG engine, designing key components such as prompt classification, relevant chunk identification, prompt template definition,
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October 2021 - March 2024
Canwill Technology, India
Machine Learning Lead
- I led the team in building a system for automated real estate listings using generative AI, computer vision, and prompt engineering, significantly improving listing quality and reducing manual effort.
- I led the efforts for developing a marketing content generation platform for LinkedIn using OpenAI APIs and Segmind API(for text to image), reducing content creation time by 50%.
- I optimized resume parsing using GPT-3.5 Turbo, reducing the cost per resume from 7 cents to 2 cents, leading to a 71% cost reduction.
- I built a zero-shot classification model for medical text, reducing false positives by 90%.
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May 2021 - September 2021
MSCI, India
Senior Associate
Led a project on corporate event extraction from news feeds, enhancing financial event tracking and decision-making.
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March 2020 - May 2021
Canwill Technology, India
Machine Learning Lead
- I developed a signature and header detection system using Conditional Random Fields (CRF), reducing manual processing efforts with around 70% accuracy.
- Created an Image classification model with YOLO to categorize various documents like passports, death certificates, and medical forms.
- Designed and developed pipeline for an email conversation organization system, leveraging NLP techniques to classify and filter inclusive emails from vast datasets, reducing reviewer processing time by 30%.
- Implemented PII detection pipeline using Regex, NER, and NLP techniques, ensuring regulatory compliance, and making reviews faster by 5%.
- Developed a robust pipeline to extract 40+ attributes from the text (including SI units, chemical names, numbers, and ratios), improving writer productivity by 20%.
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September 2011 - February 2020
Infosys Ltd, India
Product Technical Lead
- I led the design and development of a content moderation system using YOLO (object detection) and BERT-based text classification, enabling real-time content moderation.
- Built a call center analytics pipeline, leveraging DeepSpeech for audio transcription, speaker diarization, and text analytics for sentiment analysis and intent classification.
- Developed a sports highlights extraction system for live events, enhancing media analytics.
- Developed an AI-powered content mining platform, allowing clients to create custom data extraction templates with NLP techniques such as POS tagging, NER, and classification.