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Wellbeing Made Personal
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Wellbeing Made Personal
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  • Joined Apr 1, 2026

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ketanningaale/README.md
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About

Multi-disciplinary researcher and engineer at the intersection of data science, machine learning, and health technology. I build systems that turn complex health data into meaningful, personalised insights — and I'm deeply interested in the theoretical foundations that make intelligent systems trustworthy and generalisable.

My background spans Computer Engineering, Finance, and Data Science, giving me a systems-level view that informs how I approach problems — from autonomous vehicle localisation to wellness personalisation engines.

Research interests

  • Health AI & biomarker-driven personalisation
  • Autonomous systems & sensor fusion (LiDAR)
  • Probabilistic modelling & chaos theory
  • Blockchain & distributed data integrity
name         Ketann Ingaale
role         Analytics Engineer & ML Researcher
at           Healf, London 🇬🇧
msc          Data Science, Southampton
dissertation LiDAR AV Localisation
score        77 / 100
award        Presidential Intl. Scholarship
published    Springer (2021)
patent       Grievance Redressal (2019)
languages    Python · SQL · R · Solidity
focus        HealthTech · Wellness AI

Currently Building

At Healf — designing data and ML infrastructure that powers evidence-backed wellness recommendations:

  • Evidence Graph — scalable ML system connecting products to mechanisms, biomarker outcomes, and research-grade claims
  • Wellness Personalisation Engine — algorithms integrating biomarker, behavioural, and preference data with quantifiable confidence scores
  • Healf Outcomes Program — real-world cohort studies measuring pre/post biomarker shifts to establish the "Healf Recommended" standard
  • Analytics Pipelines — unified health, commerce, and marketing data models across Snowflake + dbt

Education

Degree Institution Period Highlights
MSc Data Science University of Southampton, England 2023 – 2024 Dissertation: 77/100 · Presidential International Scholarship
MBA — Finance Savitribai Phule Pune University, India 2020 – 2022 Business Analytics · Quantitative Techniques · MIS
B.E. Computer Engineering Savitribai Phule Pune University, India 2016 – 2020 ML · AI · Cloud Computing · HPC

Experience

Role Company Period Location
Analytics Engineer Healf Nov 2025 – Present London, UK
Healthcare Specialist The Boots Group Feb 2025 – Nov 2025 UK
Exam Invigilator University of Southampton Dec 2024 – Present UK
Associate Consultant Infosys Jun 2022 – Aug 2023 India

Research & Publications

MSc Dissertation Localisation of Autonomous Vehicles using LiDAR Sensor

University of Southampton · 77/100 Dr. Daniel Clark & Dr. Luis-Daniel Ibáñez

Novel mathematical model with derivative analysis reducing localisation errors by 95% over K-Means, ICP, and Convex Hull on KITTI-CARLA.

Publication — Springer (2021) Blockchain-Based Grievance Management System

Advances in Intelligent Systems and Computing DOI: 10.1007/978-981-15-5788-0_20 Oral presentation · FICTA 2020 · NIT Surathkal

Decentralised Hyperledger Fabric solution with hierarchical auto-escalation for transparent grievance handling.

Patent — India (2019) Grievance Redressal System

Pub. No. 38/2019 · 20 Sep 2019 Classification: G06Q 10/00, G06Q 50/00

Blockchain-powered, tamper-proof automated platform with multi-level accountability and immutable audit trails.


Projects

LiDAR AV LocalisationMSc Dissertation 95% reduction in localisation error vs standard baselines. GPS-free autonomous navigation on KITTI-CARLA. Python LiDAR ICP KITTI-CARLA


Hidden Markov Models — Stock Prediction Probabilistic framework for bullish, bearish and volatile market regime detection from time-series data. Python HMM Time-Series Scikit-learn


Forest Fire Simulation Agent-based percolation model with real-time sensitivity analysis across density, wind and tree types. Python NumPy Matplotlib Chaos Theory

Blockchain Grievance RedressalPublished + Patented 4-tier system, 40% improvement in data security. REST API with Flask + React + PostgreSQL. Solidity Hyperledger Fabric Flask React


UAV Quadcopter with ML Autonomous drone with real-time object detection, +20% tracking accuracy, +30% flight performance. Python Raspberry Pi 3 YOLO OpenCV


Gravitational Wave Analysis Spark DAG framework with RF + MLP classifiers for astrophysical event lineage tracking. Python Apache Spark MLlib DAG


Stack

Skills


Languages

Python R SQL Solidity JavaScript Bash

ML & AI

PyTorch TensorFlow HuggingFace Scikit-learn OpenCV MLflow

Data Engineering

dbt Snowflake Apache Spark Databricks PostgreSQL PostHog

Cloud & DevOps

Azure AWS GCP Docker Kubernetes Git


Activity



contribution snake

Testimonial

"Ketan demonstrated exceptional dedication and intellectual capacity throughout the MSc programme. His dissertation earned an impressive mark of 77/100, reflecting his deep understanding of the subject matter and ability to engage with complex technical concepts. He was also one of 25 recipients of the Southampton Presidential International Scholarship — a competitive award for academically excellent international students."

Prof. Luis-Daniel Ibáñez, Programme Lead MSc Data Science · University of Southampton


Email LinkedIn Portfolio Healf



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