Software Architecture for ML engineers

120+ interactive Python coding interview challenges (algorithms and data structures). Includes Anki flashcards.

One click deploy docker-compose with Kafka, Spark Streaming, Zeppelin UI and Monitoring (Grafana + Kafka Manager)

A comprehensive list of books on Software Architecture.

System design patterns for machine learning

TFX is an end-to-end platform for deploying production ML pipelines

Rapidly build landing pages in <20 lines of python

Sample Data Engineering project using AWS SAM to build and deploy a Serverless ETL pipeline.

Scalable ETL pipeline from a source of a Horsing Around web app to insights. Used Python, Airflow, Docker, Terraform, Pandas

Flask code to deploy an API that pulls structured data from online news articles

Roadmap to becoming a data engineer in 2021

Library for translating between 200 languages. Built on 🤗 transformers.

YSDA course in Natural Language Processing

ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP

📝 References list for machine learning and deep learning in computer vision.

A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.

🦉 ML Experiments and Data Management with Git

Big Data Cup 2022: Powered by Stathletes

Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.

Projects done in the Data Engineer Nanodegree Program by Udacity.com

ETL Workflow Automation with Apache Airflow

ZenML 🙏: The bridge between ML and Ops. https://zenml.io.

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

Source code accompanying O'Reilly book: Machine Learning Design Patterns

State-of-the art Automated Machine Learning python library for Tabular Data