Skip to content
View Ayesha037's full-sized avatar
1 follower · 2 following

Block or report Ayesha037

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
Ayesha037/README.md

👋 Hey, I'm Ayesha!

Data Analyst | ML Engineer | Full-Stack Developer

Building production systems that turn data into impact

LinkedIn GitHub Portfolio Gmail

🔗 Let's build something amazing together!

🚀 What I Do

I ship production-grade analytics systems that solve real problems. Not just code. Impact.

Specialty: End-to-end data pipelines, ML models, interactive dashboards, and automation that saves time.

📊 6 Deployed Projects (Live & Production-Ready)

🌍 India Air Quality Intelligence

Real-time AQI monitoring for 200+ cities

🔗 Live Dashboard | 📂 Code

  • ✅ 200+ cities tracked live
  • ✅ <2 second dashboard load
  • ✅ Automated Excel reports
  • ✅ Alert system (Critical/Warning/Good)

Tech: Python, Pandas, Streamlit, Openpyxl, WAQI API

📈 Ad Campaign Analytics Platform

Marketing intelligence dashboard

🔗 Live Demo | 📂 Code

  • ✅ 80% automation savings
  • ✅ Multi-channel campaign tracking
  • ✅ CTR, ROAS, CPL metrics
  • ✅ Trend analysis & recommendations

Tech: Python, Excel, Streamlit, Pandas

🎯 Lead Scoring ML Model

Sales optimization system

🔗 Live Demo | 📂 Code

  • ✅ 40% efficiency improvement
  • ✅ XGBoost + Random Forest
  • ✅ 0.87 F1-score
  • ✅ SHAP explanations

Tech: Scikit-learn, XGBoost, Streamlit, Pandas

🧠 Mental Health Support System

AI-powered wellness assistant

🔗 View Project | [Deployed]

  • ✅ Conversational AI
  • ✅ Mental health resources
  • ✅ User-friendly interface
  • ✅ Production deployment

Tech: LLMs, FastAPI, Frontend integration

🔐 RAG (Retrieval-Augmented Generation)

Intelligent document Q&A system

🔗 Demo | [Production-Grade]

  • ✅ LangChain architecture
  • ✅ FAISS vector search
  • ✅ Sub-10s response time
  • ✅ $0 API cost (open-source LLMs)

Tech: LangChain, FAISS, LLaMA3, Groq, FastAPI

💼 Personal Portfolio

Showcase of all my work

🔗 Visit Portfolio | [Live]

  • ✅ All projects in one place
  • ✅ Interactive demos
  • ✅ Case studies
  • ✅ Contact & collaboration

Tech: React, Next.js, Tailwind, Vercel

🛠️ Tech Stack

Languages

Python SQL JavaScript

Data & Analytics

Pandas NumPy Scikit-learn

BI & Visualization

Tableau Power BI Streamlit

ML & AI

XGBoost TensorFlow LangChain

Cloud & DevOps

GitHub Docker Streamlit Cloud

📊 Key Achievements

Achievement Detail
🚀 6 Deployed Projects Live, production-grade systems
📈 40% Efficiency Gains Lead Scoring ML model impact
🤖 200+ Real-Time Data Points India Air Quality System scale
📚 Peer-Reviewed Publication ISJEM Journal, IF 8.072
🎓 Full-Stack Analytics API → Pipeline → Insight → Action
💡 0.87 F1-Score ML Model accuracy on validation
🌟 Production Systems Not just projects - shipped products

🔬 Research & Publications

ML-Based Prediction of Non-Small Cell Lung Cancer Recurrence
📖 International Scientific Journal of Engineering and Management (ISJEM)
📅 April 2026 | Impact Factor: 8.072
🔗 DOI: 10.55041/ISJEM06362

Demonstrated research rigor through peer-reviewed ML publication comparing multiple model architectures with rigorous validation.

🎯 Open For

  • 💼 Data Analytics Roles
  • 🤖 ML Engineering Positions
  • 📊 Analytics Engineer Opportunities
  • 🚀 Startup Collaborations
  • 📖 Open Source Contributions

If you're building something cool, let's talk!

🌟 How I Work

Problem → Understand → Design → Build → Ship → Iterate

I don't just code. I solve problems by:

  1. Understanding the business context
  2. Designing scalable solutions
  3. Building production-ready systems
  4. Shipping to users
  5. Iterating based on feedback

🤝 Let's Connect

Open to: Job opportunities, collaborations, coffee chats (virtually ☕)

📧 Email: msumaiya03579@gmail.com
🔗 LinkedIn: Connect with me
🌐 Portfolio: See my work
💻 GitHub: Explore my code

🚀 Ready to collaborate? Let's build something amazing!

Contact Me | View Portfolio | connect on LinkedIn

⭐ If you like my work, please star my repositories! It means a lot.

Made with ❤️
Last updated: June 2026

Pinned Loading

  1. AMR-Project AMR-Project Public

    XGBoost + SHAP model for predicting antimicrobial resistance from clinical genomic data (BVBRC dataset) · 0.87 F1 · 0.91 AUC

    Jupyter Notebook

  2. credit-card-fraud-detection credit-card-fraud-detection Public

    End-to-end credit card fraud detection pipeline using Python, SQL and machine learning classifiers

    Python

  3. GraphShield GraphShield Public

    Graph ML platform for fraud ring detection using node2vec embeddings and community detection on transaction networks

    Python

  4. MENTAL_HEALTH_SUPPORT MENTAL_HEALTH_SUPPORT Public

    AI mental health chatbot with emotion analysis, crisis keyword detection, and voice support · Python · Flask · NLP

    Python

  5. rag-chatbot rag-chatbot Public

    Production-grade RAG document assistant using LangChain, FAISS, LLaMA3 and FastAPI — 6-endpoint REST API with sub-10s response latency and zero API cost

    Python

  6. safety_monitor safety_monitor Public

    Real-time computer vision safety monitoring system using OpenCV and PyTorch for industrial hazard detection

    Python