Machine Learning Pipelines

In this repository we cover resources for deploying Machine learning
in production environments, a task that includes data sourcing, data ingestion, data 
transformation, pre-processing data for use in training, training a model, and hosting 
the model. 

Resources in this repository

Machine Learning Science

• Deep Learning.

Machine Learning Infrastructure

• Airflow.

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External Resources

Tools & Code Samples

• Data science resources.
• AWS Data pipeline samples.

Lorte

• Lorte data pipelining.

MOOCs

General Pipelines

• Coursera's Big Data Pipeline course.

Tutorials & Articles

2019

• How to Code Neat Machine Learning Pipelines.

Enterprise Solutions

• Netflix data pipeline.
• Netlix data videos.
• Yelp data pipeline.
• Gusto data pipeline.
• 500px data pipeline
• Twitter data pipeline.
• Coursera data pipeline.
• Cloudfare data pipeline.
• Pandora data pipeline.
• Heroku data pipeline.
• Zillow data pipeline.
• Airbnb data pipeline.
• Walmart data pipeline.
• Robinwood data pipeline.
• Lyft data pipeline.
• Slack data pipeline.
• Remind data pipeline.
• Wish data pipeline.
• Databrick data pipeline.

Talks

• Industrial Machine Learning Talk.

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