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Ayoush Kumar

@Ayoush_Kumar

Software Development Engineer at ScoreMe Solutions

Gurugram, Haryana, India

ScoreMe SolutionsPunjab Engineering College

Software Development Engineer with 1.5+ years of experience building production-grade ML/GenAI backend systems for document processing and financial analytics. Delivered high-precision bank statement extraction at scale (150+ formats, 99.46% precision, 7,000+ docs/day), automated KYC verification via microservices using OpenCV/DONUT/YOLOv8 (25% OCR lift, 70% faster TAT), and built RAG + SQL-based GenAI services (ColBERT, FAISS, AWS Bedrock) that reduced manual labeling and operations by 70–80% through reliable, cloud-native deployments.

Experience

Software Development Engineer

ScoreMe Solutions

Sep 2024 - PresentGurugram, India

KYC Verification Platform – Autonomous KYC Document Processing: Developed a scalable, asynchronous microservices-based KYC platform integrating OpenCV + DONUT OCR, yielding 5,000+ docs/day automated verification and reducing turnaround time by 70%. Image pre-processing via YOLOv8, Roboflow, OpenCV, raising OCR accuracy by 25% and minimizing manual work by 80%. Field-specific resilient data parsing and validation service utilizing advanced checksum algorithms, rule-based regex patterns, and anomaly detection mechanisms validated 40+ key fields to ensure GDPR/AML compliance. Bank Statement Analysis — Extraction & Purpose Classification (RAG Automation): Designed & Engineered a bank statement analysis platform using PDFPlumber & open-source tools supporting across 150+ distinct bank, converting unstructured bank statements into CSV files, resulting in 99.46% data extraction precision. Implemented a full CI/CD automation flow via Bitbucket Pipelines with integrated Cythonization, Dockerization, and cloud deployment. Built a RAG-Pipeline using ColBERT, FAISS, and Llama 4 Maverick (AWS Bedrock) to automate multi-class token annotation across 45 distinct labels. SM Chatbot — Dual-Mode Sem

Joint Head – Registration Committee

ICAMM’ 2022

Nov 2022 - Nov 2022

Coordinated a high-profile materials science conference with over 30 professors & PhD students, establishing collaborative environments for workshops & live presentations. Participated in discussions and examined research materials, enriching offline interactions.

Education

Punjab Engineering College

B.Tech

Department of Metallurgical and Materials Engineering

Licenses & Certifications

Google Hack2Skill GenAI Hackathon - 2nd Runner-Up

Google Hack2Skill

Issued: Nov 2025• No expiration

Skills

Python
C/C++
Flask
ColBERT
LangGraph
RAG Pipelines
YOLOv8
Roboflow
PyTorch
TensorFlow
Transformers
CRF
ONNX
Triton
OCR (DONUT, Tesseract)
NLP
CV
DL
AWS (Lambda, Bedrock, EC2, SQS)
GCP
Docker
Bitbucket Pipelines
CI/CD
Git
Linux
Bash
SQL
PostgreSQL
MSSQL Server
PDF processing (PDF Plumber)
Vector Databases (FAISS)