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RedSamurai07/README.md

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👨‍💻 About Me

class DataScientist:
    def __init__(self):
        self.name = "P Samson Silvester"
        self.role = "Data Scientist & AI/ML Specialist"
        self.location = "Bengaluru, Karnataka, India"
        self.education = "Master's in Computer Science from Woolf University"
        self.currently_learning = ["LLMs", "RAG Applications", "GenAI","AI Automations","Prompt Engineering"]
        self.interests = ["Machine Learning","MLOps", "Deep Learning", "Time Series", "NLP","Recommendation Systems"]
        
    def say_hi(self):
        print("Thanks for dropping by! Let's build something amazing together!")

me = DataScientist()
me.say_hi()

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🚀 What I'm Up To

🔭 Currently Working On: n8n workflow automation, prompt engineering for LLMs, ML projects (fraud detection, demand forecasting), and daily Python/SQL practice

🤝 Open to Collaborate On: Data Science projects, ML pipelines, GenAI applications, and open-source contributions

💡 Looking For Help With: Distributed ML systems, real-time inference optimization, and cloud-native architectures

🌱 Currently Learning: LLMs, RAG frameworks, MLOps best practices, and advanced deep learning

💬 Ask Me About: Python, Machine Learning, Data Science, MLOps, TensorFlow, PyTorch, AWS

📫 Reach Me: samsonsilversterp@gmail.com

📝 Read My Blog: Medium

Fun Fact: I believe every dataset has a story to tell - you just need to ask the right questions!


🛠️ Tech Stack & Tools

Languages

Python R SQL JavaScript Bash

ML/AI & Data Science

TensorFlow PyTorch Scikit-Learn Keras XGBoost Pandas NumPy OpenCV Hugging Face

MLOps & Cloud

Docker Kubernetes AWS MLflow Airflow GitHub Actions

Databases & Tools

PostgreSQL MongoDB MySQL Redis Git Jupyter VS Code

Visualization

Plotly Tableau Power BI Matplotlib Seaborn


📊 GitHub Analytics

GitHub Streak

Contribution Graph


🔥 Featured Projects




💼 Project Showcase

Project Description Tech Stack Status
🧪 AB Testing Framework Statistical analysis platform for experiment design and causal inference Python, SciPy, Statsmodels ✅ Complete
👥 Customer Segmentation RFM analysis for targeted marketing and customer insights Python, Sklearn, Plotly ✅ Complete
🚨 Fraud Detection System Real-time anomaly detection using unsupervised learning TensorFlow, Isolation Forest ✅ Complete
📊 Demand Forecasting Time series forecasting for supply chain optimization Prophet, LSTM, XGBoost ✅ Complete
🤖 LLM & RAG Application GenAI application with retrieval augmented generation LangChain, OpenAI, FAISS ✅ Complete
💬 Sentiment Analysis NLP pipeline for airline customer sentiment BERT, Transformers, NLTK ✅ Complete

🎯 2026 Goals

  • 🚀 Build 3 production-ready ML systems with full MLOps pipeline
  • 🌟 Contribute to 5 major open-source ML/AI projects
  • 📚 Master advanced LLMOps and prompt engineering
  • 🎤 Speak at data science conference or meetup
  • 📝 Publish 12 technical blog posts on ML best practices
  • 🏆 Complete research papers on ML and AI
  • 👥 Mentor 10+ aspiring data scientists, Data Analysts and Business Analysts

📝 Latest Blog Posts

📖 Check out my articles on Medium

  • 🔥 Coming Soon: "Github repo's to master Gen AI Engineering"
  • 📊 Coming Soon: "Issue's & Solutions on MLOPs Pipelines"
  • 🤖 Coming Soon: "Best practises to code using Python"
  • 💡 Coming Soon: "Best Practises on Agentic AI, Automation, use cases of Agents"

✍️ Read more on Medium →


🤝 Connect With Me

LinkedIn Email GitHub Medium Phone


💭 Random Dev Quote

Random Dev Quote


😂 Random Dev Meme

Jokes Card


📊 Weekly Development Breakdown

🔧 n8n Automation ████████████░░░░░░░░ 60% (Workflow automation & integrations)

🤖 Prompt Engineering ██████████░░░░░░░░░░ 50% (LLM optimization & RAG systems)

🐍 Python Problem Solving████████░░░░░░░░░░░░ 40% (Data structures & algorithms)

📊 SQL Queries ███████░░░░░░░░░░░░░ 35% (Database optimization & practice)

📚 Learning & Research █████░░░░░░░░░░░░░░ 25% (New tools & technologies)

Current Focus Areas:

  • 🔄 Building automation workflows with n8n for data pipelines

  • 💡 Experimenting with prompt engineering techniques for better LLM outputs

  • 🧩 Solving Python coding challenges (algorithms, data structures)

  • 🗄️ Practicing SQL queries for complex data analysis

  • 📖 Exploring GenAI tools and frameworks


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💡 "Data is the new oil, but insights are the refined fuel that powers smart decisions."

⭐️ From RedSamurai07 | Made with ❤️ and ☕

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  1. Twitter_US_Airline_Sentiments_Analysis Twitter_US_Airline_Sentiments_Analysis Public

    An end-to-end MLOps pipeline for Twitter US Airline sentiment analysis using NLP, MLflow experiment tracking, Flask API, Docker containerization, and automated GitHub Actions CI/CD.

    Python 1

  2. Customer-Segmentation-with-RFM-Analysis Customer-Segmentation-with-RFM-Analysis Public

    An end-to-end customer segmentation platform using RFM analysis and machine learning, deployed with an interactive Streamlit UI, Flask REST API, and automated CI/CD pipeline.

    Python

  3. Demand-Forecasting-at-Scale Demand-Forecasting-at-Scale Public

    An end-to-end, production-ready demand forecasting framework built with modular Python scripts. Features automated CI/CD workflows, Docker containerization, MLflow tracking, comprehensive unit test…

    Python 1

  4. Fraud-Detection-using-Anomaly-Detection-project Fraud-Detection-using-Anomaly-Detection-project Public

    An end-to-end Machine Learning system for credit card fraud detection using advanced Anomaly Detection techniques. Fully integrated with automated testing and robust CI/CD workflows.

    Python

  5. LLM-and-RAG-Application-GenAI- LLM-and-RAG-Application-GenAI- Public

    A GenAI application exploring LLMs and Retrieval-Augmented Generation (RAG) with modular notebooks, a Streamlit/FastAPI app, and CI/CD pipeline.

    Python 1

  6. AB-Testing-and-Experimental-Analysis AB-Testing-and-Experimental-Analysis Public

    End-to-end A/B testing and experimentation framework for website conversion optimization using statistical hypothesis testing, data visualization, and automated performance reporting.

    Python