Milan Bins Mathew
AboutWorkBlogContactHire me
01

↳ AI Platform Engineer

Milan Bins Mathew

Milan*
BinsMathew

Bengaluru, IN
2026

I build intelligent systems that turn raw data into real decisions.

// who I am

About me.

Milan Bins Mathew

Milan Bins Mathew

AI Platform Engineer

Bengaluru, IN

Software Engineer building scalable AI-native data platforms and autonomous agentic systems, with a track record of cutting cloud costs by 50%+ while driving large-scale platform automation and reliability. When I'm not shipping models, I write about data systems and AI architecture.

Get in touch
0Projects shipped
0Publications & talks
0Models in prod
0+Years experience
Currently building

Building a multi-agent RAG system for real-time financial document analysis

Currently reading

"Designing Data-Intensive Applications" - Martin Kleppmann

Skills & Stack

ML & AI

PyTorch
Crew AI
Vertex AI
LangChain
OpenAI API
RLHF

Data Engineering

Apache Spark
dbt
Airflow
Kafka
Snowflake
Databricks
duckdb
Apache Pinot

MLOps & Infra

Docker
Kubernetes
MLflow
Ray
AWS SageMaker
LangGraph
Ollama

Languages

Python
SQL
TypeScript
Rust
Bash
// what I've built

Selected work.

Birchpoint — Financial Analysis AI
Featured2026

Birchpoint — Financial Analysis AI

Open-source local Financial Analysis AI for Indian filings (BSE/NSE). Combines Visual AI (ColPali), Temporal GraphRAG, and a LangGraph multi-agent team to read complex PDFs and answer financial questions offline. Runs llama3:8b natively on Apple Silicon via Ollama — 100% private, no Docker, no cloud.

LangGraphRAGOllamaColPaliChainlitPython
Source
LayerX — AI Data Annotation Platform
Featured2022

LayerX — AI Data Annotation Platform

End-to-end training-data platform for ML teams: image & video annotation, task management, dataset versioning, augmentation, and one-click export. Built during the Continental defect-detection project — Angular frontend, NodeJS + Python (Flask) backends, MongoDB, Dockerized deploy.

AngularNodeJSPythonMongoDBDockerComputer Vision
Source
NFT Warranty System2022

NFT Warranty System

Flipkart Grid 4.0 finalist project. An e-commerce warranty system using burnable NFTs on Polygon — replaces paper warranties with on-chain proof, slashing fraud and paper waste. Solidity smart contracts deployed on Mumbai testnet with a ReactJS storefront.

SolidityEthereumHardhat
View
Banana Ripeness Classifier2023

Banana Ripeness Classifier

Deep-learning pipeline that classifies bananas into Unripe / Midripe / Ripe / Overripe across 350+ images. CNN feature extraction (ResNet-50, VGG-16) feeding classical ML heads (Logistic Regression, SVM, KNN, Naive Bayes) — best combo: VGG-16 features + Logistic Regression.

ResNet-50VGG-16scikit-learn
View
// writing

Latest articles.

ML engineering, data architecture, and real-world gotchas you only learn by shipping.

// let's talk

Got an idea?
Let's build it.

Whether it's a new ML system, a data architecture review, or just a good conversation about AI engineering — I'd love to hear from you.

// experience
Software Engineer II@ MiQ

April 2025 – Present

  • Platform Architecture: Orchestrating scalable data/AI infrastructure using Kubernetes and Databricks, enabling seamless deployment of large-scale analytics workloads.
  • Efficiency & Reliability: Engineering high-availability distributed systems with a focus on cost-efficiency, leading to measurable reductions in cloud compute waste.
  • Developer Experience (DevEx): Building reusable frameworks and internal CLI tools that standardize AI workflows across the organization.
Software Engineer I@ MiQ

July 2023 – March 2025

  • Modernization: Spearheaded the migration of legacy Spark workloads to cloud-native platforms, improving data reliability and system maintainability.
  • Data Governance: Engineered internal discovery systems to automate data lineage and governance, ensuring compliance across distributed datasets.
  • Automation: Streamlined deployment pipelines via CI/CD, reducing production deployment failures by 33%.
Prism Intern@ Samsung R&D Institute, India

Jun 2022 – Jan 2023

  • NLT Transformer: Built Indo-English Code switched model for the Samsung AI Intelligence platform.