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πŸ’Ό Open to Freelance, Full-time & Intern roles in Data Science, Analytic & Python
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πŸ’Ό Open to Freelance, Full-time & Intern roles in Data Science, Analytic & Python

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Ayesha24banu/README.md

πŸ‘‹ Hi, I’m Ayesha Banu

πŸŽ“ Gold Medallist & 1st Rank Holder in M.Sc. Computer Science (2024)
πŸ’Ό Data Science Intern | Aspiring Data Analyst Β· Data Scientist Β· ML Engineer
πŸ“ Hyderabad, India | 🌐 Open to Remote Roles

β€œTurning raw data into actionable insights β€” one dataset at a time!”


🧠 About Me

I’m a passionate Data Science professional with a strong academic foundation and hands-on experience in Machine Learning, Data Analytics, and Business Intelligence.

I love exploring real-world datasets, uncovering hidden patterns, and designing interactive dashboards that transform insights into impact.

  • πŸ₯‡ Gold Medal & Merit Certificate – Awarded by the Hon’ble Governor of Telangana
  • ⭐ Star Performer – Oasis Infobyte (AICTE OIB–SIP)
  • 🧩 Industry Intern – Infoz IT Solutions (NASSCOM Program)
  • πŸŽ“ Data Science Trainee – TEKS Academy

πŸ› οΈ Technical Skills

πŸ‘©β€πŸ’» Languages & Libraries

Python SQL NumPy Pandas Scikit-learn Matplotlib Seaborn

πŸ“Š Data Visualization & Dashboards

Power BI Excel Streamlit Google Sheets

🧠 Machine Learning & Modeling

Regression Classification Clustering Feature Engineering Model Evaluation

πŸ€– Deep Learning & NLP (Basics)

Keras TensorFlow Neural Networks NLTK

πŸ›  Tools & Platforms

Jupyter VS Code GitHub

πŸ’‘ Soft Skills

Critical Thinking Problem Solving Teamwork Presentation

πŸ’‘ β€œTurning data into decisions, insights into action.”


πŸš€ Featured Projects

  • Predictive model for 50k+ employees, improving transparency in promotions.
  • Engineered features (age/tenure buckets, performance flags) & preprocessed data.
  • Built an XGBoost model (~89% accuracy) with SHAP explainability for fair, bias-free promotion predictions.
  • Developed a Streamlit dashboard for single & batch predictions with interactive HR insights.
    Tools: Python, Pandas, ML, SHAP, Streamlit, Scikit-learn

πŸŽ₯ Project Video: https://github.com/user-attachments/assets/4f8b4294-297e-4914-b89d-1a1054c9cac8


  • Analyzed 770K+ transactions to identify trends and customer segments.
  • RFM segmentation with KMeans into 4 key segments.
  • Apriori algorithm for product bundling insights (>60% confidence).
  • Created a 4-page Power BI dashboard visualizing customer segments and cross-sell insights.
    Tools: Python, Pandas, KMeans, Apriori, Power Bi

Dashboard video: Customer Behavior Dashboard Video | πŸŽ₯ Project Video: Watch Here


  • Developed a dynamic Excel dashboard for tracking stock, reorder, and supplier performance.
  • Enabled 30% faster stock analysis via interactive dashboards. Tools: Excel, Power Query, Data Visualization, PivotTables, Charts, Slicers, Reporting

πŸŽ₯ Dashboard Video: Watch Here


  • Developed a secure Rewards & Recognition System for employees.
  • Implemented authentication, admin roles, and optimized queries β€” improved performance by 30%.
  • Prepared UML diagrams & documentation for maintainability. Tools: Python, Flask, MySQL, HTML/CSS, JS

πŸŽ₯Project Video: Watch Here | Certification: CommLab India Project Certificate


πŸ“œ Certifications


πŸ† Honors & Achievements


πŸŽ“ Education

M.Sc. Computer Science β€” Kasturba Gandhi Degree & PG College for Women, Hyderabad (2022–2024)

πŸ₯‡ Gold Medalist & 1st Rank | Governor of Telangana Awarded

B.Sc. (MPCs) β€” BMR Degree College, Siddipet (2019–2022)


πŸ“« Let’s Connect

I’m open to Data Analyst Β· Data Scientist Β· ML Engineer Β· Python Developer roles β€” full-time, intern, or freelance.
Feel free to explore my projects, certificates, and dashboards above.

Let’s connect and collaborate on turning data into meaningful impact!

πŸ’Ό LinkedIn
πŸ™ GitHub
πŸ“§ Email

β€œTurning data into decisions, and insights into innovation.” πŸš€


⭐ If you like my projects, don’t forget to star 🌟 and follow for updates!

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  1. telecom_churn_multimodal_ai telecom_churn_multimodal_ai Public

    πŸ“‘ Multimodal AI system for Telecom Customer Churn Prediction using ML, DL + Sentiment Analysis. Includes Business Dashboard, SHAP Explainability, PDF Reports & Batch Processing.

    Jupyter Notebook

  2. HR-Analytics-Employee-Promotion-Prediction HR-Analytics-Employee-Promotion-Prediction Public

    HR Analytics project predicting employee promotions using Machine Learning & Explainable AI. Features EDA, preprocessing, XGBoost (~89% accuracy), SHAP for transparency, and a Streamlit dashboard f…

    Jupyter Notebook

  3. Customer-Purchase-Behaviour-Analysis-in-Retail Customer-Purchase-Behaviour-Analysis-in-Retail Public

    Customer Purchase Behaviour Analysis in Retail using Python, RFM Segmentation, Market Basket Analysis, and Power BI Dashboard.

    Jupyter Notebook

  4. OIBSIP OIBSIP Public

    Oasis Infobyte Internship Projects – Sales Prediction, Car Price Prediction, and Email Spam Detection using Python and Machine Learning

    Jupyter Notebook

  5. Excel-Inventory-Management-Dashboard Excel-Inventory-Management-Dashboard Public

    Built an interactive Excel-based inventory dashboard using PivotTables, charts, slicers, and conditional formatting to monitor stock levels, reorder status, and supplier-wise performance across war…

    Python

  6. Employee-Rewards-and-Reconigtion-system Employee-Rewards-and-Reconigtion-system Public

    A system for employee rewards and recognition to enhance collaboration and motivation.

    HTML 4