The Singh Digest

By Devansh Singh
A Chronicle of Machine Learning, Research & Engineering
dksdevansh@gmail.com · +91 62034 54887 · LinkedIn · GitHub

CS Undergraduate Delivers Production ML
Systems Serving 500+ Concurrent Users

Devansh Singh, a Computer Science undergraduate at SRM University (CGPA: 8.91), has built a track record of high-impact ML solutions: 15% improvement in recommendation precision, 90% audio classification accuracy, and deployed systems processing hundreds of concurrent sessions. He is currently pursuing research on bias in Hindi/Hinglish toxicity classification.


Technical Arsenal
Programming

Python, SQL, JavaScript, HTML, CSS


Technologies

Git, Docker, MySQL, Streamlit, LangSmith, ChromaDB

Frameworks

TensorFlow, PyTorch, Keras, Scikit-learn, Hugging Face, LangChain, LangGraph, OpenAI API

Specializations

NLP, Computer Vision, Recommender Systems, Time Series Forecasting


Expertise

Statistical Modeling, A/B Testing, Feature Engineering, Production ML


Professional Dispatches
01

AI/ML Project Intern

Infosys Springboard
November 2025 – January 2026
  • Built autonomous tutoring system using LangGraph and Ollama LLM — 70% mastery thresholds via Feynman Pedagogy
  • Deployed with LangSmith monitoring, ChromaDB, async Python processing 500+ concurrent sessions
02

Machine Learning Intern

Ascendix IT
June 2025 – August 2025
  • Hybrid recommendation engine — Precision@K improved by 15% across 50K+ user interactions
  • CV food calorie estimation (85% acc) and audio genre classification (90% acc on 100K+ samples)
03

ML & AI Intern

Tamizhan Skills
June 2025 – July 2025
  • Loan Eligibility Predictor (85% acc) + MNIST digit GUI (98% acc)
  • NLP classifiers: Emotion (~88% F1), Spam/Fake-News (~90%); LSTM Stock Predictor (+~15%)
  • Plant Disease Detection CNN — ~92% real-world accuracy
04

AI Intern

CodeClause
March 2025 – April 2025
  • OCR chatbot for legal queries — relevance +~20%
  • Streamlit + TF CNN — ~90% acc on CIFAR-10/Fashion-MNIST
  • spaCy/Transformer summarizer — review time cut ~30%

Feature Projects

Document Intelligence Agent

Python · GPT · DSPy · Streamlit — 16+ ★
GitHub
  • Multi-agent pipeline — 2K+ docs, 95% extraction accuracy
  • GPT + DSPy — manual analysis reduced 70%

Learning Agent System

Python · LangGraph · Ollama · ChromaDB
GitHub
  • Autonomous tutoring — 70% mastery via Feynman Pedagogy
  • Async arch for 500+ concurrent learners

Hybrid Rec Engine

Python · Pandas · Scikit-learn
GitHub
  • Matrix factorization + content filtering — 25K+ items
  • A/B testing — 3+ concurrent experiments

Lab Notes
Now Training

Bias-Aware Toxicity Stack

Calibrating multilingual toxicity predictions with subgroup-aware threshold analysis and error slices for Hindi/Hinglish corpora.

Production Focus

LLM Reliability Playbook

Structured evaluation sets, guardrails, and prompt-level regression checks to reduce hallucinations before deployment.

Telemetry

Experiment Ledger

Model drift alerts, response-latency bands, and ranking consistency metrics monitored like a daily newsroom dashboard.


Investigative Reports

Education & Achievements
Education

B.Tech Computer Science Engineering
SRM University, Delhi-NCR · Aug 2023 – Jun 2027
CGPA: 0/10.0 — ML, Algorithms, OS, DBMS


Amazon ML Summer School 2025
Top 0 Nationwide
Neural Networks, GenAI, LLMs, RL, Causal Inference


Certifications

Deep Learning (Infosys) · Big Data Bootcamp (MeitY) · Generative AI (Udemy)

Leadership & Recognition
  • Web Master — ACM Student Chapter (200+ members)
  • Management Head — Esports Society, Gamer's Creed
  • 2nd Place — AutoCoder Hackathon (100+ teams)
  • 2nd Place — Prompt Rush (3hr constraint)
  • Finalist — Hackstasy (48hr sprint)
  • Publications — Two articles in Vigyan Darpan

Classifieds & Correspondence

Wire Service

dksdevansh@gmail.com

Telephone Exchange

+91 62034 54887