Harsh Singh

Engineer | Research | Software

Harsh Singh

About Me

"Success is not the key to happiness. Happiness is the key to success."

About Harsh Singh

My fascination with technology has been a lifelong journey, leading me to a degree in data science and now, a career in AI engineering. I enjoy the challenge of building intelligent systems and am constantly exploring the intricate puzzles found in math and coding. At heart, I'm a curious problem-solver, always eager to learn and grow in this ever-evolving field.

Experience

My professional journey through various roles in AI/ML, software development, and data science.

Data Scientist
Full-time
Harman Tech Services
May 2024 - Present Bangalore, India
  • Led core development on Genesis - Agentic SDLC automation platform, driving new client engagements and accelerating software delivery workflows.
  • Developed an Agentic Code Migration workflow achieving 93% automation on VB .NET to C# project migrations using OpenAI's Agents SDK.
  • Accelerated Agentic AI adoption in internal software workflows, boosting team productivity by 18% through automated unit testing pipelines with ~80% coverage.
  • Contributed to ForecastGPT development based on LLM fine-tuning, delivering 8 POC forecasting solutions to clients for domain-agnostic zero-shot forecasting.
  • Built a Multi-Modal RAG-based multi-tenant chat platform supporting 6+ document types with optimized indexing and chunking strategies in FastAPI backend.
Data Analyst Intern
Internship
Dun & Bradstreet
July 2023 - Nov 2023 Mumbai, India
  • Examined Total Addressable Markets from corporate database to identify businesses within geographical and industrial constraints for 32 clients.
  • Performed Prospect Intelligence and Deep Profiling for 3 client businesses to identify potential business opportunities.
  • Operated within a Big Data environment of Spark consisting of 520 million entities using PySpark and Spark SQL.
  • Developed automated data quality checks and validation pipelines for large-scale business datasets.
Backend Dev Intern
Internship
Genius Vision Digital
Dec 2022 - June 2023 Mumbai, India
  • Designed & built Clarify, a web-based real-time object detection system providing 8 general use cases with 77% average detection accuracy.
  • Developed Feature and Inference Pipelines for YOLOv5 models powering the Clarify platform.
  • Developed 3 Django backend projects - CRM Portal, Workflow Engine, and company blog with full authentication and database handling.
  • Tested and integrated a Building Management System API to collect data from 104 sensors for IoT analytics.

Core Capabilities

Expertise developed through hands-on experience in AI/ML, software engineering, and cloud technologies.

Machine Learning

Building predictive models, classification systems, and regression pipelines using scikit-learn, XGBoost, and advanced ML techniques.

Generative AI

Creating AI-powered applications using LLMs, prompt engineering, and fine-tuning with OpenAI, Anthropic, and open-source models.

Backend Development

Building robust APIs and microservices with FastAPI, Django, and Node.js for scalable, production-ready applications.

Deep Learning

Designing neural networks with PyTorch and TensorFlow for computer vision, NLP, and time-series forecasting.

Document Processing & RAG

Building intelligent document pipelines with OCR, vector databases, and retrieval-augmented generation systems.

Agentic AI

Creating autonomous AI agents with LangGraph, tool use, and multi-agent orchestration for complex workflows.

MLOps / LLMOps

Implementing ML pipelines with MLFlow, experiment tracking, model versioning, and automated retraining workflows.

Cloud & DevOps

Deploying scalable solutions on AWS with Lambda, S3, RDS, Docker, and CI/CD pipelines.

Data Analysis

Extracting insights from complex datasets with statistical analysis, visualization, and business intelligence.

Technologies I Work With

Cutting-edge tools and frameworks for building the future.

Languages
Python Python
SQL SQL
TypeScript TypeScript
Frameworks
FastAPI FastAPI
Django Django
LangGraph LangGraph
ML / AI
PyTorch PyTorch
HuggingFace HuggingFace
OpenCV OpenCV
Generative AI
OpenAI OpenAI
Anthropic Anthropic
Groq Groq
Database
PostgreSQL PostgreSQL
Redis Redis
Qdrant Qdrant
DevOps & Cloud
Docker Docker
AWS AWS
Linux Linux
GitHub GitHub

Projects

Project 1

Anomaly Detection with Autoencoders

Built an Autoencoder model to identify anomalies in retail transactions using reconstruction error

Python TensorFlow Keras
View Project
Project 2

Agentic Customer Support

Multi-Agent setup for Technical Customer Support with Real time communication and logging (WIP 🚧)

OpenAI FastAPI Redis
View Project
Project 1

Generating Brain MRI images: DCGAN

Data Augmentation with Deep Convolutional GAN to generate images of minority classes to improve data distribution & skewness

Python TensorFlow Keras OpenCV
View Project
Project 2

End to End Attrition Prediction

ML Model hosted on FastAPI endpoint with complete model retraining pipeline

Scikit Learn MLFLow Airflow Docker
View Project
Project 1

Cigarette Smoking Detection

Real time Cigarette Smoking Detection with fine-tuned YOLOv8 deployed over Django Backend

Ultralytics OpenCV Django
View Project

Get In Touch

Email

harshsingh90220@gmail.com

X (Twitter)

@TheGlobalMinima

Location

Mumbai, India