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Hulash Chand
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Hulash Chand
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About
Hulash Chand

Senior Data Engineer specialising in AWS, Databricks, and Snowflake: streaming and lakehouse platforms at production scale.

I build the infrastructure that turns raw data into production systems, from pipeline orchestration to ML deployment across AWS, Azure, and GCP. I'm currently a Senior Data Engineer at Innowise Solutions, working on cloud-native data platforms and MLOps at production scale. MSc in Data Science with Financial Technology, University of Bristol.

Working stack
Platform & Cloud
Engineering
Applied ML / Research

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Selected Work

Agentic AI architecture, production MLOps, generative diffusion, applied ML research.

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106/270 caught, last 24h

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01 · Data Engineering / Lakehouse

London Transport Delay Predictor

Live TfL line status and London weather, ingested every 15 minutes and refined through a Bronze to Silver to Gold Lakeflow pipeline on Databricks Free Edition, feeding a model that predicts whether a line will be disrupted one hour from now.

15-MinIngestion
Bronze to Silver to Gold1-Hour ForecastDatabricksPySpark
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Live
02 · Generative AI / Diffusion Fine-Tuning

Haeckel LoRA: Generative Diffusion on Kunstformen der Natur

A LoRA fine-tune of Stable Diffusion 1.5 trained on all 100 plates of Ernst Haeckel's Kunstformen der Natur: a 124-epoch run, an honest evaluation of where it converges and where it doesn't, and six novel specimens the model invented in a style it learned from scratch.

124Epochs, 3,100 Steps
100 Plates, 1,102 SpecimensRank-16 LoRAPyTorchDiffusers
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Live
03 · Education / AI Architecture

Claude Architect Lab

An original, interactive study platform for the Claude Certified Architect – Foundations exam: five exam-weighted domains with real diagrams and code, plus an Architecture Decision Lab that grades your architecture choices with a verdict and a tailored trade-off explanation, not just right or wrong.

5Exam Domains
60-Question BlueprintArchitecture Decision LabNext.jsTypeScript
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04 · MLOps

AgriYield MLOps

Predicts crop yield across 113 UK fields with live weather integration, automated CI/CD, and production-grade drift monitoring.

113UK Fields
80% CICI/CD PipelineXGBoostFastAPI
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05 · ML / Signal Processing

Bird Song Mathematical Model

Interactive 3D acoustic manifold visualization with MFCC feature extraction, PCA dimensionality reduction, kNN species classification, and a conversational AI assistant, powered by FastAPI, Three.js, and Groq.

57-dimMFCC
PCA → 3DkNN ClassifierPythonlibrosa
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Live
06 · Interactive Web

Star Wars: Timeline of the Galaxy

An interactive 3D rolodex for browsing 51 curated Star Wars comic issues across both Legends and Canon continuities, in chronological order, built entirely in vanilla HTML, CSS, and JavaScript.

51Issues
Legends + Canon3D Rolodex UIHTML5CSS3
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Data into production systems.

Data intoproductionsystems.

Let's build something.

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Utopia

Horacio Pagani

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