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  • Santa Barbara CA
  • 10:48 (UTC -07:00)

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Hsinghsudwal/README.md

Hi, I'm Harinder πŸ‘‹

πŸ“ Aspiring ML Engineer | πŸ€– Machine Learning Enthusiast | πŸ“Š Data-Driven Problem Solver

Python TensorFlow Keras scikit-learn MLflow Docker AWS Kubernetes


Building simple, effective ML solutions that help businesses make smarter decisions β€” one model at a time.


πŸ€– About Me

Machine learning enthusiast evolving from data-driven modeling to building agentic AI systems.

  • πŸš€ Start with data: collect (web scraping), clean, analyze, and engineer features to solve real business problems
  • βš™οΈ Build & deploy: train models (clustering, classification), productionize pipelines, and monitor performance using MLOps best practices
  • 🧠 Evolve to AI systems: integrate LLMs into end-to-end workflows, designing agentic solutions that reason, automate, and improve over time
  • 🀝 Open to collaboration: Deep Learning, NLP, LLMs, and Agentic AI applications

πŸ“‚ Projects

πŸ—οΈ Underconstruction

πŸ‘ Complete


🌐 Socials

Gmail GitHub LinkedIn


πŸ› οΈ Skills & Tools

Languages & APIs
Python YAML FastAPI Flask Gunicorn

Machine Learning & AI
TensorFlow Keras scikit-learn mlflow OpenCV

Data & Visualization
Pandas NumPy Matplotlib SciPy

Databases
MongoDB Postgres

MLOps & DevOps
Docker Kubernetes AWS Terraform Grafana GitHub Actions Git GitHub


πŸ“Š GitHub Stats


Philosophy

"Every dataset tells a story β€” I'm here to help businesses understand theirs."

Pinned Loading

  1. ml_hospital_readmission ml_hospital_readmission Public

    predict hospital readmissions for patients with diabetes

    Jupyter Notebook 1

  2. ml_loan_approval_prediction ml_loan_approval_prediction Public

    ML Loan Approval prediction

    Jupyter Notebook 1

  3. ml_mental_health_analysis_nlp ml_mental_health_analysis_nlp Public

    ML mental health using NLP techniques development

    Jupyter Notebook 1

  4. ml_text_data_classification_nlp ml_text_data_classification_nlp Public

    Natural Language Processing deals with text data.

    Jupyter Notebook 1

  5. ml_thyroid_mlflow_app ml_thyroid_mlflow_app Public

    Jupyter Notebook 1

  6. mlops_nlp_spam_classification mlops_nlp_spam_classification Public

    A machine learning system that classifies SMS messages as spam or ham. It uses NLP techniques to preprocess text, train models like Naive Bayes or SVM, and provides both single and batch prediction…

    Jupyter Notebook 1