RAVIRAJ RANADIVE
@ravirajranadive
Machine Learning Engineer at IDfy
Mumbai
Raviraj Ranadive is a Machine Learning Engineer at IDfy with expertise in computer vision, NLP, and LLMs. He has developed high-impact solutions including tampering detection APIs, Aadhaar compliance services, and captcha solvers. Raviraj is skilled in optimizing MLOps pipelines and fine-tuning open-source models like Mistral7B for specific business needs.
Experience
Machine Learning Engineer
IDfy
Developed tampering detection service API to identify fraudulent ID cards using SOTA algorithms. Built a highly accurate Aadhaar card compliance service utilizing Yolov5, achieving a 99% accuracy rate and 1.5 million ROI. Developed a captcha solver optimized to 300ms p90. Implemented 'Dataset Healthcheck' EDA tool for MLOps pipelines, reducing experimentation time by 3x. Finetuned Mistral7B using LoRA for copilot support and resume screening. Contributed to Generic-Document OCR project using prompt engineering and GPT4. Established a 1:N face matching service, reducing duplicate onboarding by 15%. Worked on multiple OCR services for government documents like Pan cards and Cheques.
Machine Learning Intern
IDfy
Data preprocessing and analytical tasks such as data cleaning, data visualization. Contributed to training and benchmarking the models along with updating appropriate evaluation metrics depending on various problem statements. Training NER models to classify the raw text information extracted from ID documents (aadhaar).
Education
Sardar Patel Institute of Technology, Mumbai
B. Tech
Electronics and Telecommunication Engineering