Deepak Pradhan
Machine Learning Engineer at Frinks.ai
- Role
- Machine Learning Engineer at Frinks AI
- Location
- Indore, MP, IN
- LinkedIn followers
- 500 followers
Experience
Machine Learning Engineer
Nov 2021 — Present · Bengaluru, IN
Developed a real-time tracking and counting system for cement bags using YOLOv8 and OCSORT, achieving high accuracy in tracking and counting cement bags on conveyor belts, processing 300k bags daily. • Implemented a 3D dimensioning solution using Open3D and YOLOv8 to measure object dimensions at the micron level from point cloud data. • Designed a quality inspection model using PointRend to analyze sheets, achieving 100% defect detection accuracy on 10k+ samples, and reducing manual QA time by 60%. • Deployed an automatic number plate recognition (ANPR) system using YOLOv8 and PaddleOCR, trained on 15k+ custom images, achieving 100% accuracy across varied lighting and plate conditions, and recognizing 200+ vehicles daily across multiple gates. • Implemented a robust anomaly detection system for industrial inspection using U-Net++, Anomalib with PatchCore, and EfficientAD, achieving 100% precision in detecting rare and unknown defects across 50k+ inspection samples. • Developing a custom question-answering chatbot using LLama3.2 and Langchain, fine-tuned with PEFT LoRA to enable efficient domain-specific retrieval-based answering.
Education
upGrad.com
PGDDS, DATA SCIENCE
2019 — 2020
NICMAR University
Master’s Degree, Advanced Construction Management
2015 — 2017
International Institute of Information Technology Bangalore
PGDDS, Data Science
2019 — 2020
International Institute of Information Technology Bangalore
PGDDS, Data Science
Kalinga Institute of Industrial Technology, Bhubaneswar
Bachelor’s Degree, Civil Engineering
2010 — 2014
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