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manogna-tsth/README.md

⭑✮ Hey, I'm Manogna 👋

🎓 I'm a BSc–MSc Data Science fresh graduate, currently interning at NIT Tiruchirappalli and working on research in Data Analytics, Machine Learning and GenAI.

☁️ I like working on problems where the answer isn't obvious from the data at first glance.

🫧 My projects move across financial behaviour, IT operations, storage reliability, consumer research and GenAI - usually involving messy data, a lot of questions, and eventually something useful hiding underneath it.

🪄 Currently building my skills through hands-on projects, research and way too much curiosity. 📊⊹

🔭 What I'm Working On

Building end-to-end data analytics & machine learning projects

Exploring predictive analytics, statistical modelling and explainable AI

Previously worked with IT operations, cloud infrastructure and data analytics during my internship

✦ Things I Work With

🐍 Languages & Data

Python SQL Pandas NumPy

📊 Analytics & Visualization

Power BI Matplotlib Seaborn Excel

🤖 Machine Learning

Scikit-learn Random Forest K-Means Isolation Forest SHAP

📈 Statistics & Research

IBM SPSS CHAID MLP Survey Analytics Likert Scale

🧩 What You'll Find Here

Projects around:

💳 Financial Behaviour Analytics

☁️ IT Operations & SLA Risk Prediction

💾 Hard Drive Reliability Analytics

🛍️ GenAI Consumer Behaviour Research

⚖️ RAG-Based Legal Assistance

…and whatever dataset makes me curious next. ⊹

🌱 Currently

Learning more, building better projects, and constantly leveling up from where I was yesterday.

📫 Let's Connect

Always open to interesting conversations around data, analytics, research and technology.

⭑✮ Finding the interesting part hiding between the rows. ₊˚⊹

Pinned Loading

  1. legalease-rag-chatbot legalease-rag-chatbot Public

    AI-powered legal chatbot that uses RAG to search a legal knowledge base, find information related to a user’s question, and generate simple responses with suggested next steps using SentenceTransfo…

    Jupyter Notebook 2

  2. backblaze-drive-reliability backblaze-drive-reliability Public

    Analyzed 10M+ real hard drive records to find why drives fail, spot risky drives early, decide which drives need attention first, estimate possible costs, and show the results in Power BI dashboards.

    Jupyter Notebook

  3. financial-risk-detection financial-risk-detection Public

    Analyzed 116K+ bank transactions to find hidden financial risks, unusual spending patterns, cash and charge spikes, and savings issues. Used data analytics and machine learning to detect unusual be…

    Jupyter Notebook

  4. genai-chaid-analysis genai-chaid-analysis Public

    Survey analytics project using responses from 366 GenAI users to understand what makes people enjoy, trust, shop with, and continue using Gen AI shopping assistants. Used SPSS, CHAID decision trees…

  5. it-operations-analytics it-operations-analytics Public

    Analyzed IT incident data to predict SLA breaches, prioritize high-risk incidents, forecast future workload, and build interactive dashboards for data-driven operational decision-making.

    Jupyter Notebook

  6. olist-ecommerce-analytics olist-ecommerce-analytics Public

    E-commerce analytics project using PostgreSQL, SQL and Power BI to analyze 99K+ Olist orders and uncover insights about revenue, customers, products, delivery performance, reviews and seller risk t…