Smart Toilet System by Nashit MSmart Toilet System by Nashit M

Smart Toilet System

Nashit M

Data Scientist

ML Engineer

Software Engineer

Docker

Python

PyTorch

Project Description

Responsible for designing and engineering the sensor based smell level classification system used by the built odour meter

Odour meter device

Monitoring system dashboard

Role

Designed and developed the data acquisition strategy to collect artificial data; collecting balanced data of good, normal and bad smell signatures of more than 10,000 data points; from within Xavor’s washroom.

Outcome

Developed a custom smell classification pipeline; with an accuracy of 94%; using a combination of supervised learning (Xgboost) and unsupervised learning (K-Means Clustering) algorithms, deployed as a Flask service docker container on Azure

Tech stacks used

Machine Learning, Data Analysis, REST/RESTful APIs, AWS Glue, Flask, Python, Docker, Modular APIs, Azure, ETL, Pandas, Numpy, Git

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Posted Sep 2, 2024

The Smart Toilet features an advanced sensor-based smell level classification system, powered by the built-in odour meter. This system detects and classifies od

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