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Nitish Kumar

Nitish Kumar

LLM Code Evaluation Toolkit Developer

INDIA flag
Noida, India
$25.00/hrIntermediateOther

Key Skills

Software

Other

Top Subject Matter

AI Code Evaluation and Reasoning Assessment
Plant Disease Image Classification
Legal Services & Contract Review

Top Data Types

ImageImage
TextText
DocumentDocument

Top Task Types

Classification
Data Collection
Computer Programming Coding

Freelancer Overview

LLM Code Evaluation Toolkit Developer. Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Master of Science, Indian Institute of Technology (IIT) Patna (2024) and Bachelor of Technology, Madan Mohan Malaviya University of Technology (2021). AI-training focus includes data types such as Computer Code, Programming, and Image and labeling workflows including Evaluation, Rating, and Classification.

IntermediateEnglish

Labeling Experience

LLM Code Evaluation Toolkit Developer

Developed automated pipelines to evaluate AI-generated backend code for correctness, efficiency, scalability, and clarity. Created structured rubrics and scoring metrics for reasoning quality, edge-case identification, and explanation clarity. Compared AI-generated code outputs against human-authored reference solutions and documented findings for AI model improvement. • Built evaluation frameworks using Python and Java • Focused on reasoning trace analysis for LLMs • Scored and analyzed both code and explanations • Contributed to enhancing data quality for AI model training

Developed automated pipelines to evaluate AI-generated backend code for correctness, efficiency, scalability, and clarity. Created structured rubrics and scoring metrics for reasoning quality, edge-case identification, and explanation clarity. Compared AI-generated code outputs against human-authored reference solutions and documented findings for AI model improvement. • Built evaluation frameworks using Python and Java • Focused on reasoning trace analysis for LLMs • Scored and analyzed both code and explanations • Contributed to enhancing data quality for AI model training

2024 - Present

Plant Disease Detection Annotator and Evaluator

OtherImageClassification
Built and labeled an image dataset of plant diseases for deep learning classification tasks. Evaluated outputs of CNN-based models with a focus on explainable AI and confidence scoring. Contributed to structured prediction traces and dataset improvements for model training and validation. • Labeled 50,000+ plant disease images • Produced explainability traces to document model results • Validated multi-class predictions across 15 disease types • Ensured high accuracy and data quality in dataset generation

Built and labeled an image dataset of plant diseases for deep learning classification tasks. Evaluated outputs of CNN-based models with a focus on explainable AI and confidence scoring. Contributed to structured prediction traces and dataset improvements for model training and validation. • Labeled 50,000+ plant disease images • Produced explainability traces to document model results • Validated multi-class predictions across 15 disease types • Ensured high accuracy and data quality in dataset generation

2021 - 2021

Education

M

Madan Mohan Malaviya University of Technology

Bachelor of Technology, Computer Science and Engineering

Bachelor of Technology
2017 - 2021
I

Indian Institute of Technology (IIT) Patna

Master of Science, Artificial Intelligence and Cybersecurity

Master of Science
2024

Work History

D

DeepMindz Innovation

Senior Software Developer

Noida
2023 - Present
N

NextGen eSolution

Software Engineer

Delhi
2023 - 2023