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Nuwan Chamila Withana's Projects

90daysofdevops icon 90daysofdevops

This repository is my documenting repository for learning the world of DevOps. I started this journey on the 1st January 2022 and I plan to run to March 31st for a complete 90-day romp on spending an hour a day including weekends to get a foundational knowledge across a lot of different areas that make up DevOps.

amazon-sagemaker-examples icon amazon-sagemaker-examples

Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker

amazon-sagemaker-xgboost-regression-model-monitor-and-alerting icon amazon-sagemaker-xgboost-regression-model-monitor-and-alerting

How to train, deploy and monitor a XGBoost regression model in Amazon SageMaker and alert using AWS Lambda and Amazon SNS. SageMaker's Model Monitor will be used to monitor data quality drift using the Data Quality Monitor and regression metrics like MAE, MSE, RMSE and R2 using the Model Quality Monitor.

applied-ml icon applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

awesome-cheatsheets icon awesome-cheatsheets

👩‍💻👨‍💻 Awesome cheatsheets for popular programming languages, frameworks and development tools. They include everything you should know in one single file.

awesome-langchain icon awesome-langchain

😎 Awesome list of tools and projects with the awesome LangChain framework

awesome-python icon awesome-python

A curated list of awesome Python frameworks, libraries, software and resources

awesome-quant icon awesome-quant

A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)

blog-posts icon blog-posts

Blog posts and related code by Sebastián Ramírez (@tiangolo)

bodywork-core icon bodywork-core

Deploy machine learning projects developed in Python, to Kubernetes. Accelerated MLOps 🚀

capstone-project-mlops-zoomcamp icon capstone-project-mlops-zoomcamp

This is a capstone project associated with MLOps Zoomcamp. The end goal of the project is to build an end-to-end machine learning project containing feature engineering, training, validation, tracking, modeel deployment, hosting, and general engineering best practices aimed at making house price predictions.

cd4ml-workshop icon cd4ml-workshop

Repository with sample code and instructions for "Continuous Intelligence" and "Continuous Delivery for Machine Learning: CD4ML" workshops

cml icon cml

♾️ CML - Continuous Machine Learning | CI/CD for ML

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