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Sam-Banankhu/README.md

Hi there, I'm Sam-Banankhu! πŸ‘‹

Welcome to my GitHub profile! I'm a Data Scientist & AI Engineer with a BSc in Data Science, specializing in LLM fine-tuning, Retrieval-Augmented Generation (RAG), dataset curation, predictive modeling, monitoring & evaluation systems, and scalable software development. My work focuses on optimizing AI/ML models for real-world applications, particularly in low-resource settings.


πŸš€ About Me

  • πŸŽ“ Data Scientist with a BSc in Data Science, experienced in machine learning, deep learning, and LLM applications.
  • πŸ€– LLM Enthusiast – Hands-on experience in fine-tuning and optimizing large language models (LLMs), dataset curation, and RAG implementations for domain-specific AI solutions.
  • πŸ“Š Predictive Modeling & M&E – Skilled in building ML models for forecasting, anomaly detection, and decision-making, as well as developing monitoring & evaluation systems to track project impact.
  • 🌱 Exploring multi-modal learning, AI for low-resource settings, and scalable AI deployments.
  • πŸ‘¨β€πŸ’» Passionate about open-source contributions, AI-driven applications, and full-stack software development.
  • 🎯 Always looking to collaborate on AI, NLP, LLM optimization, and full-stack development projects.

πŸ› οΈ Tech Stack & Expertise

πŸ”¬ AI & Machine Learning

  • LLMs & NLP: GPT, Llama, Mistral, DeepSeek, Falcon, T5, BERT
  • Fine-Tuning: LoRA, QLoRA, PEFT, RLHF
  • Dataset Curation: Text preprocessing, speech-to-text, embeddings
  • Retrieval-Augmented Generation (RAG): LangChain, FAISS, Weaviate, ChromaDB
  • Evaluation Metrics: BLEU, perplexity, cultural bias testing

πŸ“ˆ Predictive Analytics & M&E

  • Machine Learning: Scikit-learn, TensorFlow, PyTorch
  • Time Series Forecasting: ARIMA, Prophet, LSTMs
  • Monitoring & Evaluation (M&E): Data-driven impact assessments, real-time dashboards

πŸ’» Software & Backend Development

  • Languages: Python, JavaScript, TypeScript, Java, PHP
  • Frontend: React, Next.js
  • Backend Frameworks: FastAPI, Django, Flask, Laravel (PHP), .NET
  • API Development: RESTful API Design, GraphQL
  • Databases: PostgreSQL, MongoDB, MySQL, SQLite
  • Cloud & DevOps: AWS, GCP, Azure, Docker, Kubernetes
  • ETL/ELT Pipelines: Apache Airflow, Data Engineering Workflows

πŸ“Š GitHub Stats

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  1. kedro-student-dropout-prediction kedro-student-dropout-prediction Public

    Python 1