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Sunrise-08/README.md

✦ SAPNA ✦

B.Tech CSE (AI & ML) | AI/ML | Python | Machine Learning


👋 Hi, I'm Sapna

  • 🎓 B.Tech Computer Science & Engineering — Artificial Intelligence & Machine Learning
  • 🤖 Interested in Artificial Intelligence, Machine Learning and Data Science
  • 🐍 Working with Python and machine learning technologies
  • 💻 Building my foundation in Data Structures & Algorithms
  • 📊 Interested in data preprocessing, feature engineering and predictive modeling
  • 🚀 Learning by building practical projects
  • 🌱 Continuously improving my technical and problem-solving skills
  • 💼 Open to Opportunities

🧠 ABOUT ME

I'm a Computer Science student specializing in Artificial Intelligence & Machine Learning.

I enjoy turning ideas into practical projects, experimenting with machine learning models, working with data, and improving my programming and problem-solving skills.

My current journey combines Python, Machine Learning, Data Science, DSA and AI, with a focus on building projects that help me understand concepts through implementation.

⚡ QUICK PROFILE

🎓

EDUCATION

B.Tech
CSE
AI & ML

🐍

LANGUAGE

Python

🤖

SPECIALIZATION

AI & ML

📊

INTEREST

Data Science

💻

PRACTICE

DSA

🛠️ TECH STACK

💻 Programming

🤖 Machine Learning & Data Science

🔧 Tools & Development

🚀 PROJECTS

🤖 MACHINE LEARNING & AI

🏦 Loan Status Prediction

Machine learning classification project that predicts loan approval status using applicant-related information.

Key Work

  • Data preprocessing
  • Feature engineering
  • Feature selection
  • Classification
  • Model training
  • Model evaluation

Tech Stack

Python Pandas NumPy Scikit-Learn SVM

❤️ Heart Disease Prediction

Machine learning classification project that predicts the possibility of heart disease using patient-related features.

Key Work

  • Data preprocessing
  • Exploratory analysis
  • Feature analysis
  • Classification
  • Model training
  • Model evaluation

Tech Stack

Python Pandas NumPy Scikit-Learn

🎯 Rock vs Mine Prediction

Machine learning classification project using sonar signal data to distinguish between rocks and mines.

Key Work

  • Numerical data processing
  • Feature analysis
  • Classification
  • Model training
  • Prediction
  • Evaluation

Tech Stack

Python Pandas NumPy Scikit-Learn

🎫 AI Engineer Assessment

AI-powered support-ticket analytics application designed to answer questions about support-ticket data using natural language.

Key Work

  • FastAPI backend
  • Streamlit interface
  • Natural-language querying
  • Ticket analytics
  • Local LLM integration
  • Anomaly detection

Tech Stack

Python FastAPI Streamlit Pandas Ollama Llama 3.2

✅ Task-Manager-Python

Beginner-friendly Python command-line task manager designed to practice Python fundamentals through a practical application.

Features

  • Add tasks
  • Update tasks
  • Delete tasks
  • View tasks
  • Command-line interaction

Tech Stack

Python CLI

📧 Spam Email Classifier

Machine learning and data science project focused on classifying emails using prediction and NLP techniques.

Key Work

  • Data preprocessing
  • Text processing
  • NLP
  • Feature extraction
  • Classification
  • Prediction

Tech Stack

Python Jupyter Notebook Machine Learning NLP

📌 PROJECT SNAPSHOT

Project Domain Main Focus
🏦 Loan Status Prediction Machine Learning Classification / SVM
❤️ Heart Disease Prediction Machine Learning Classification
🎯 Rock vs Mine Prediction Machine Learning Classification
🎫 AI Engineer Assessment AI / LLM Support Ticket Analytics
✅ Task-Manager-Python Python CLI Application
📧 Spam Email Classifier ML / NLP Email Classification

🧩 MACHINE LEARNING WORKFLOW

                         DATA
                           │
                           ▼
                  ┌─────────────────┐
                  │ DATA CLEANING   │
                  └────────┬────────┘
                           │
                           ▼
                  ┌─────────────────┐
                  │ PREPROCESSING   │
                  └────────┬────────┘
                           │
                           ▼
                  ┌─────────────────┐
                  │    FEATURES     │
                  │  ENGINEERING    │
                  └────────┬────────┘
                           │
                           ▼
                  ┌─────────────────┐
                  │ MODEL TRAINING  │
                  └────────┬────────┘
                           │
                 ┌─────────┴─────────┐
                 ▼                   ▼
          CLASSIFICATION         REGRESSION
                 │                   │
                 └─────────┬─────────┘
                           ▼
                  ┌─────────────────┐
                  │   EVALUATION    │
                  └────────┬────────┘
                           │
                           ▼
                  ┌─────────────────┐
                  │   PREDICTION    │
                  └─────────────────┘

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  3. Rock_vs_Mine_Prediction Rock_vs_Mine_Prediction Public

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  6. -AI-Engineer-Assessment---SAPNA -AI-Engineer-Assessment---SAPNA Public

    AI-powered Support Ticket Assistant using Ollama, Llama 3.2, FastAPI, Streamlit, and anomaly detection.

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