
Data Analyst · Former Business Analyst · Prospective Researcher · ML Enthusiast s.sadiaafsanamumu@gmail.com
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iFarmer Asia Ltd.
Data Scientist
June 30, 2026 – Present
Python-AI-Projects
April 18, 2026 – Present
A curated collection of hands-on Python projects in AI. Currently includes Groq API integration, Gemini API with Streamlit, and RAG (Retrieval-Augmented Generation) — more projects being added actively.
View ProjectYOU_Tube
November 3, 2023 – November 3, 2023
A YouTube clone built with HTML, CSS, and JavaScript that fetches real video data using the YouTube Data API. Replicates the core layout and browsing experience of YouTube including a homepage, video listings, and a blog page. Deployed live on Netlify.
View ProjectInteractive_Bank_Website_Using_ReUseable_Function
October 5, 2023 – October 5, 2023
An interactive banking website built with HTML, Tailwind CSS, and JavaScript. The JavaScript logic is structured around reusable functions, keeping the codebase clean, readable, and easy to maintain. Features login authentication, account dashboard, and transaction calculations.
View ProjectInteractive_Bank_Website
September 30, 2023 – Present
A frontend banking web app built with HTML, Tailwind CSS, and JavaScript. Features login authentication, an account dashboard, and transaction calculations — all handled client-side with no backend. Deployed live on GitHub Pages.
View ProjectJS-Problem-Solving
September 24, 2023 – September 24, 2023
JavaScript problem-solving practice — assignment solutions with multiple attempts and revised submissions. Covers core JS logic and problem-solving fundamentals.
View ProjectHeart-Attack-Possibility-Prediction
February 6, 2023 – Present
An academic machine learning project that predicts heart attack possibility using a clinical dataset. Includes the full project structure — code (Jupyter Notebook), dataset, visualisation figures, research report, and presentation slides.
View ProjectA-Deep-Learning-Project-on-Face-Mask-Detection
February 6, 2023 – Present
An academic deep learning project that detects face mask usage using CNNs. Compares four architectures — CNN, VGG, ResNet, and InceptionV3 — with performance visualisations for each. Includes the Jupyter Notebook, model architecture diagrams, and a full research report (LaTeX/PDF).
View ProjectMusic-Genre-Classification
February 6, 2023 – February 6, 2023
An academic machine learning project that classifies music into genres using audio features from the GTZAN dataset. Includes the Jupyter Notebook, dataset documentation, and a full written report.
View ProjectBanking-Service
February 5, 2023 – February 5, 2023
An academic desktop banking application built with Java and SQL Server. Simulates a mobile banking service with three role-based accounts — Admin, Agent, and User — supporting money transfers, cash out, payments, mobile recharge, and transaction history.
View ProjectCultural Fit Analysis
The candidate's project portfolio is heavily academic and personal, with a strong focus on machine learning and frontend development. While there's a stated 'Data Scientist' role at iFarmer Asia Ltd., it's listed as current with a future start date, suggesting limited professional experience in this specific role. The diversity of projects (ML, Java desktop app, frontend web) indicates a broad interest but also a potential lack of deep specialization in areas critical for a senior Data Scientist role. The cultural fit for a senior role requiring immediate impact might be low due to the academic nature and lack of demonstrated professional experience in complex, collaborative data science environments.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The candidate's project descriptions indicate an ability to complete academic projects and some frontend development, but no direct evidence of collaboration, problem-solving under pressure, or communication in a team setting is available.