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Karndeep Singh
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Bengaluru, Karnataka, India
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Résumé
Jobs
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- FSenior Data ScientistFalabella de colombia retail,Jun 2022 - Current (4 years 1 month)• Implemented LLM based RAG recommendation system using LangChain, achieving a 13% increase in cross-sell opportunities by suggesting the most likely associated products based on users' browsing and purchase history. • Pioneered the implementation of a two-tower approach for a multitask recommendation algorithm, leading to a 16% boost in sales and revenue. Crafted "Bought together" and "Viewed together" algorithms using this approach. • Engineered session-based recommendation algorithms, including Personalized Trendy and Personalized Popularity, resulting in a 45% increase in revenue and a 20% boost in average order value. • Devised a hybrid search system utilizing semantic and keyword search, incorporating NLP for accurate product rank
Data ScientistFidelity National FinancialMay 2021 - Jun 2022 (1 year 2 months)• Orchestrated the processing of over 1lakh image documents daily using advanced Visual and Language-based Multi-modal techniques, reducing human effort by up to 80% compared to traditional approaches. • Applied NLP and Computer Vision to engineer a Context-based Question and Answering system for a dataset of 50K+ Financial documents, resulting in a 75% boost in information extraction. • Constructed a Document Entity Relation Extraction Model using BERT & YOLOV5 Object Detection on a 20K+ PDF document text, achieving 96% efficiency in understanding entity relationships and freeing up 80% of resources. • Executed precise extraction of important Entities with a remarkable 97% accuracy from relevant pages in PDFs. • Developed and trained- Machine Learning EngineerCODEMONKApr 2020 - May 2021 (1 year 2 months)• Innovated real-time Computer Vision Models for animal and human detection in forests, reducing poaching with 88% accuracy. • Spearheaded the development of a Real-Time Intelligent object detection system for bus passengers' gestures, ensuring safety compliance with 90% precision. ECG signals of 80K+ patients detecting abnormal heartbeats (Arrhythmia Disease). Computer Vision system precise Hemoglobin Level detection using eye images from 20k+ patients with 85% precision.
Education
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- Post Graduate DiplomaManipal Academy of Higher EducationJun 2019 - Mar 2020 (10 months)
- Bachelor of Engineering (B.E.)Visvesvaraya Technological UniversityJul 2013 - Jul 2017 (4 years 1 month)
- MMachine Learning Engineering for Production (MLOps) Specialization.
- SSpecialization in Generative AI
- SSpecialization in Generative Adversarial Networks (GANs)
- BBig Data Fundamentals with Pyspark
- NNatural Language Processing Specialization
- DDeep Learning Specialization
Publications
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- ""A Picture is Worth Thousand Colors."Jan 2022