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University of Waterloo
- Waterloo, Canada
Stars
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 π€ transformers.
YSDA course in Natural Language Processing
ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP
π References list for machine learning and deep learning in computer vision.
A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.
π¦ 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 π: The bridge between ML and Ops. https://zenml.io.
π 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