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Hritik Bishnoi

Hritik Bishnoi

Medical Image Classification and Label Validation

India flagJalandhar, India
$8.00/hrIntermediateOtherAws SagemakerGoogle Cloud Vertex AI

Key Skills

Software

Other
AWS SageMakerAWS SageMaker
Google Cloud Vertex AIGoogle Cloud Vertex AI
OpenCV AI Kit (OAK)OpenCV AI Kit (OAK)

Top Subject Matter

Medical Imaging
Disease Classification
Legal Documents

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

Classification
Fine Tuning
Entity Ner Classification
Segmentation
Text Generation
Question Answering
Text Summarization
Object Detection
Computer Programming Coding
Evaluation Rating

Freelancer Overview

Medical Image Classification and Label Validation. Brings 1+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include OpenCV and Other. Education includes Bachelor of Technology, Lovely Professional University (2023) and Senior Secondary School Certificate, MSD Spring Bells Public School (2023). AI-training focus includes data types such as Medical, DICOM, and Text and labeling workflows including Classification and Fine-tuning.

IntermediateEnglishHindiPunjabiBhojpuri

Labeling Experience

Legal Document Annotation and AI Model Fine-tuning

OtherTextFine Tuning
I created and curated labeled datasets for AI training in legal text summarization and clause risk classification. Data labeling involved segmenting judgments for summary and marking contract clauses by risk category. I validated data splits and labeling consistency before model fine-tuning. • Labeled legal ruling text passages for extractive summarization. • Categorized contract clauses into risk levels for supervised learning. • Balanced low-frequency labels and verified annotation consistency. • Prepared and validated training and evaluation data pipelines.

I created and curated labeled datasets for AI training in legal text summarization and clause risk classification. Data labeling involved segmenting judgments for summary and marking contract clauses by risk category. I validated data splits and labeling consistency before model fine-tuning. • Labeled legal ruling text passages for extractive summarization. • Categorized contract clauses into risk levels for supervised learning. • Balanced low-frequency labels and verified annotation consistency. • Prepared and validated training and evaluation data pipelines.

2026 - 2026

Medical Image Classification and Label Validation

Classification
I led model training and evaluation on medical image datasets for disease classification. My work included dataset preparation, ground-truth label assignment, and validating model predictions against annotated data. I implemented interpretability techniques to visualize and verify model focus areas for clinical relevance. • Curated and annotated images from chest X-rays, COVID-19 radiographs, and brain MRI scans. • Performed disease label assignment and confirmed correctness for supervised model training. • Used Grad-CAM to visually inspect what model predictions focused on versus provided ground truth. • Achieved high accuracy and recall metrics correlating with proper annotation quality.

I led model training and evaluation on medical image datasets for disease classification. My work included dataset preparation, ground-truth label assignment, and validating model predictions against annotated data. I implemented interpretability techniques to visualize and verify model focus areas for clinical relevance. • Curated and annotated images from chest X-rays, COVID-19 radiographs, and brain MRI scans. • Performed disease label assignment and confirmed correctness for supervised model training. • Used Grad-CAM to visually inspect what model predictions focused on versus provided ground truth. • Achieved high accuracy and recall metrics correlating with proper annotation quality.

2026 - 2026

Education

M

MSD Spring Bells Public School

Senior Secondary School Certificate, Science

Senior Secondary School Certificate
2022 - 2023
M

MSD Spring Bells Public School

Secondary School Certificate, General Studies

Secondary School Certificate
2020 - 2021

Work History

P

Python, Huggingface Transformers, Pytorch

Legal AI NLP — Summarization & Clause Risk Analyzer

Location not specified
2026 - 2026
P

Python, Tensorflow/keras, OpenCV, Scikit-learn

Medical Image Analysis

Location not specified
2026 - 2026