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Kumarsujay03/README.md


◆   whoami

I build intelligent systems that read the world and act on it - from large language models and agentic pipelines to financial ML and production NLP. I care less about collecting tools and more about the reasoning behind a system: why an architecture holds, where it breaks, and what a benchmark actually proves.

Sujay Kumar - system info: Software Engineer @ Accenture, ex-Research Intern @ ARIES, B.Tech ECE 2025, focus on LLMs, Agents, Financial ML, NLP

◆   focus --now

Track What I'm doing Depth
📄 Reading Agent architectures - ReAct, Toolformer, Plan-and-Solve, Reflexion ███████░░░
⚡ Building Financial ML - stock valuation, reverse-DCF; LLM agents ████████░░
✍️ Writing Weekly ML research breakdowns - papers, made accessible █████████░

◆   research --interests

# the problems I keep coming back to

AI core with orbiting skill nodes - Python, PyTorch, LLMs, Transformers, RAG, Agents, NLP



Machine Learning Deep Learning Transformers LLMs RAG Agentic AI NLP Financial ML MLOps Generative AI Model Optimization Distributed Training


◆   tech --stack

# tools I reach for by default

Tech stack: Python, TypeScript, JavaScript, C++, SQL, PyTorch, TensorFlow, scikit-learn, Hugging Face, LangChain, NumPy, Pandas, FastAPI, Node.js, React, Next.js, MongoDB, PostgreSQL, Redis, Docker, AWS, Git, Linux

◆   ai --toolbox

# the ML/AI libraries I ship with

AI toolbox: PyTorch, Transformers, LangChain, LlamaIndex, MLflow, W&B, FastAPI, Ollama, vLLM, OpenAI, Anthropic

◆   git log --stat

git commit terminal - feat: planner + tool router, tests passed, deployed



Self-hosted GitHub metrics overview Self-hosted top languages breakdown

◆   contrib --graph

Contribution snake eating the commit grid

◆   cat certs.log

44+ certifications

[2026-02]  NLP Specialization                 - DeepLearning.AI
[2026-02]  Deep Learning Specialization        - DeepLearning.AI
[2026-02]  Machine Learning Specialization     - DeepLearning.AI
[2025-10]  Mathematics for ML & Data Science   - DeepLearning.AI
[2026]     AWS Fundamentals                    - Accenture
[2026]     GenWizard Generative AI             - Accenture
           + 38 more

◆   reading --list

Type Titles
📕 Books Deep Learning (Goodfellow) · Designing ML Systems (Huyen) · Hands-On ML (Géron)
📄 Papers Attention Is All You Need · ReAct · Toolformer · Reflexion · DPO
📰 Blogs OpenAI · Anthropic · Hugging Face · Lilian Weng · The Gradient

Now reading   Reflexion: Language Agents with Verbal Reinforcement Learning   ███████░░░ 70%


◆   posts --latest

Weekly ML research breakdowns - turning papers into something engineers can actually use.

sujay@ml ~ $ posts --latest --platform=linkedin

[AGENT]  AI agents in 2026 can't plan - this paper might fix that
[TOOLS]  Tool-calling: the hardest unsolved problem in agentic AI
[FINML]  ML for finance sounds powerful - here's the gap nobody mentions
[SCALE]  1M-token context windows: what they actually mean for engineers

sujay@ml ~ $ _

Read more on LinkedIn


◆   connect --social

open to roles



LinkedIn   Portfolio   Email   GitHub


sujay@ml ~ $ echo $MANTRA

sign-off

Pinned Loading

  1. TensorTonic-Solutions TensorTonic-Solutions Public

    My solutions to TensorTonic problems: core machine learning and deep learning algorithms implemented from scratch in Python.

    Python

  2. Nexus Nexus Public

    Self-hosted AI personal assistant for WhatsApp, Telegram & Discord: reminders, notes, expenses and semantic search in natural language. Runs on free tiers.

    Python

  3. PDFusion PDFusion Public

    Offline all-in-one PDF toolkit for Windows: convert, compress to a target size, edit, secure and OCR PDFs with no cloud or internet. Python + PySide6.

    Python

  4. pod-intel pod-intel Public

    Podcast intelligence pipeline: pulls YouTube episodes, extracts transcripts, classifies and analyzes them with LLMs (Gemini / Ollama / NVIDIA) and pushes insights to Google Sheets.

    Python

  5. SwipeReview SwipeReview Public

    Tinder-style swipe app to approve or reject LinkedIn post drafts, synced live to Google Sheets via Apps Script. Installable PWA, no backend to host.

    JavaScript

  6. ubuntu-gdm-wallpaper ubuntu-gdm-wallpaper Public

    Change the Ubuntu login screen (GDM) wallpaper with one command, with glass-style login UI and safe undo/reset. Tested on Ubuntu 26.04.

    Shell