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k-siddhartha-ai/README.md

👨‍💻 Karne Siddhartha

Python Developer | AIML Engineer | Data Scientist

🚀 About Me

I am a Python Developer and AIML Engineer focused on building real-world AI systems.

I specialize in:

  • Machine Learning & Data Science
  • Predictive Systems
  • Explainable AI
  • Interactive AI Applications

⭐ Featured Project (Main Highlight)

🍛 AI-Powered Delivery Intelligence System

An end-to-end Machine Learning system that:

  • Predicts delivery time
  • Identifies delay causes
  • Calculates business impact
  • Provides optimization strategies

Tech Used: Python, Pandas, Scikit-learn, Plotly, Gradio

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

🔗 GitHub:
(Add your repo link here)

🚨 High-Impact Project

💳 Real-Time Fraud Detection System

An end-to-end Machine Learning system designed to detect fraudulent transactions in real time.

🔥 Key Features:

  • Real-time fraud prediction using ML models
  • Risk scoring based on transaction probability
  • Handles imbalanced financial data
  • Explainable AI for decision transparency
  • Business impact estimation (fraud loss prevention)

⚙️ System Design:

  • Data Processing → Feature Engineering
  • Model → Machine Learning classifier
  • Prediction → Fraud probability scoring
  • Output → Fraud alert + risk level

🔗 GitHub:
https://github.com/k-siddhartha-ai/real-time-fraud-detection-system

🚀 Other Key Projects

📉 Customer Churn Intelligence Platform

End-to-end ML system with Explainable AI, segmentation, and NLP integration.

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

🌍 Multilingual Sentiment Analysis

Transformer-based NLP model deployed on Hugging Face.

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

🧬 Lung Cancer Prediction (Deep Learning)

CNN + Transfer Learning for medical image classification.

📊 Machine Learning Visualization Projects

  • Customer Segmentation (K-Means)
  • Distance Metrics Visualization
  • Decision Tree Applications
  • Regression Models

🧰 Skills & Tools

  • Machine Learning & AI
  • Data Science & Analytics
  • NLP & Transformers
  • Deep Learning & Computer Vision
  • FastAPI, Streamlit, Gradio
  • Data Visualization

🌐 Profiles

🎯 What I Build

  • End-to-End ML Systems
  • AI-powered dashboards
  • Predictive analytics solutions
  • Explainable AI applications

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