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k-siddhartha-ai/README.md

👨‍💻 K. Siddhartha — Python Developer | AI / NLP Developer

AI & NLP Developer | Deep Learning • Transformers • Explainable ML • Computer Vision • Data Analytics

I build end-to-end AI and Machine Learning systems using Python, Machine Learning, Transformers, and interactive web frameworks. My work focuses on real-time intelligent applications, explainable ML systems, computer vision, data analytics, and multilingual language understanding.

🚀 Featured Projects 📉 ChurnGuard — End-to-End Customer Churn Intelligence Platform

Production-style ML system with Explainable AI, customer segmentation, NLP integration, and deep-learning architecture. Built using Streamlit + FastAPI with full training and inference pipelines.

🔗 GitHub https://github.com/k-siddhartha-ai/churnguard-ml-platform

🧬 Lung Cancer Prediction using CNN & Transfer Learning

Deep learning research project for medical image classification using transfer learning. Predicts lung cancer categories using CNN architecture and Xception model.

🔗 GitHub (Add your lung cancer repo link here)

🌍 Multilingual Sentiment Analysis

Transformer-based multilingual sentiment classifier deployed on Hugging Face Spaces.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/multilingual-sentiment-analysis

🍛 Swiggy Delivery Analysis Dashboard

End-to-end data analytics and visualization system analyzing delivery efficiency, late-delivery probability, and operational insights using Python, Plotly, and Gradio.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/swiggy-delivery-analysis

🧠 NLP Text Processing Playground

Interactive NLP visualization tool demonstrating tokenization, stemming, and lemmatization using NLTK.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/nlp-text-processing-gradio

📏 Euclidean vs Manhattan Distance Visualization

Interactive ML visualization explaining L1 vs L2 distance metrics with geometric intuition and heatmaps.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/euclidean-manhattan-distance

🛒 Customer Segmentation using K-Means Clustering

Unsupervised learning dashboard using Elbow Method and Silhouette Score for dynamic customer clustering.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/kmeans-customer-segmentation

🧾 Product Category Prediction using Decision Tree

Explainable ML application predicting product categories using interpretable Decision Tree models.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/Product_Category_Prediction_Decision_Tree

💳 Credit Card Fraud Detection using Decision Tree

Explainable fraud detection system predicting fraudulent transactions with visualization of decision logic.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/Credit_Card_Fraud_Detection

🎓 Student Pass / Fail Prediction using Decision Tree

Explainable Machine Learning visualization predicting student performance using Decision Tree logic with an interactive Streamlit interface.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/Student_Pass_Fail_Prediction

💼 Salary Prediction Using Linear Regression

Interactive regression dashboard predicting salary based on skill level using an explainable Linear Regression model with visualization and performance metrics.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/Salary_Prediction_Using_Linear_Regression

🏠 House Price Prediction using Linear Regression

Regression-based ML application predicting house prices using Gradio deployment and interpretable linear modeling.

🔗 Live Demo https://huggingface.co/spaces/Siddhartha001/House-prediction-using-Linear-Regression

🧰 Skills & Tools

Natural Language Processing (NLP) Machine Learning & Explainable AI Deep Learning & Computer Vision Hugging Face Transformers Python Development Streamlit & Gradio Applications FastAPI APIs Scikit-learn Data Analysis & Visualization

🌐 Profiles

🤗 Hugging Face https://huggingface.co/Siddhartha001

🔗 GitHub https://github.com/k-siddhartha-ai

⭐ About This Portfolio

This profile showcases end-to-end AI projects, including:

Real-time ML deployment Explainable AI systems NLP applications Deep learning research Data analytics dashboards Interactive visualization tools

Pinned Loading

  1. churnguard-ml-platform churnguard-ml-platform Public

    End-to-End Customer Churn Intelligence Platform with Explainable AI, Segmentation, NLP and Deep Learning

    Python 1

  2. Lung-Cancer-Prediction-using-CNN-and-Transfer-Learning Lung-Cancer-Prediction-using-CNN-and-Transfer-Learning Public

    Deep learning lung cancer prediction using CNN and transfer learning (Xception architecture) for medical image classification.

    Jupyter Notebook 1

  3. multilingual-sentiment-analysis multilingual-sentiment-analysis Public

    Multilingual Sentiment Analysis using Hugging Face Transformers and Gradio

    Python 1

  4. swiggy-delivery-analysis swiggy-delivery-analysis Public

    End-to-End Swiggy Delivery Analytics Dashboard using Python, Gradio and Interactive Visualization

    Python 1

  5. nlp-text-processing-gradio nlp-text-processing-gradio Public

    Interactive NLP Text Processing Playground using NLTK and Gradio

    Python 1

  6. euclidean-manhattan-distance euclidean-manhattan-distance Public

    Interactive Streamlit application visualizing Euclidean vs Manhattan distance metrics used in machine learning algorithms like KNN and clustering.

    Python 1