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Assessing your cultural and operational fit
byte2beat-ecg-classifier
May 24, 2026 – Present
ECG-based myocardial infarction detection using a 5-fold SE-ResNet CNN ensemble + XGBoost with wavelet features. Achieves 0.977 AUC on PTB-XL (14.8K ECGs) with SHAP interpretability and clinical threshold analysis. Built for the Hack4Health Byte2Beat Hackathon 2026.
View ProjectContractScan
May 18, 2026 – Present
ContractScan is an AI agent that reads any contract and tells a non-lawyer what they're agreeing to, what's risky, and what's missing.
View ProjectPlant-Rover
May 6, 2026 – Present
The build guide to build a 4 wheel rover styled bot, equipped with a camera and 2 spray bottles mounted ontop of a servo motor to create a free-controllable degree of vision, all of which which is controlled by a website hosted on a local wifi junction. The sprays are used to spray Pesticide and AntiFungal, based off of the processing done by cam
View ProjectLT-SPICE-CIRCUIT-DESIGNER
May 4, 2026 – Present
A simplictic program which incoorporates AI to design and solve LT spice circuits and create diagrams
View ProjectFinSight
May 1, 2026 – Present
An AI-powered financial analytics SaaS that detects portfolio risk, predicts market anomalies, and explains decisions in plain language using LLMs.
View ProjectDiscrete-Mathematics-interactive-web-app
April 20, 2026 – Present
Discrete-Mathematics-interactive-web-app — GitHub repository
View ProjectPiggie_PipeBot
April 14, 2026 – Present
A pig shaped bot which is used to detect cracks and faults in pipes, which can be remotely controlled using your phone
View ProjectUnplugged-DJSCE_Team-Robocon-KJSSE
April 11, 2026 – Present
Unplugged-DJSCE_Team-Robocon-KJSSE — GitHub repository
View ProjectCultural Fit Analysis
The candidate exhibits a strong inclination towards AI and data-driven projects, aligning well with a Data Scientist role. The diversity of personal projects (medical, financial, robotics, web development) indicates a broad curiosity and willingness to explore different domains. This breadth could be a cultural asset, fostering interdisciplinary thinking. However, the lack of team-based project descriptions or formal experience makes it difficult to assess collaboration style or fit within a structured team environment.
Soft Skills & Operational Fit
The candidate's project descriptions suggest a proactive and innovative mindset, tackling diverse problems from medical diagnostics to financial analytics and robotics. However, without formal work experience or psychometric test results, it is difficult to assess operational fit, teamwork, or stress handling capabilities.