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the-hero-bundle

Material about software engineering, devops, sql, ml.

Prerequisites

A working knowledge of the Python programming language as well as its ML stack If not go to https://github.com/djib2011/python_ml_tutorial

Road map

The objective of this repository is to bridge the gap between the local / casual use of data science and give a glimpse of technologies that are used in industry (Docker, Kubernetes, SQL, Hadoop, Spark, Kafka). The repository is organised in Missions. Each Mission assumes some knowledge of the previous missions

  • Mission 1: You need to do a fresh start

    • Learn about virtual envs, Docker and pytest

  • Mission 2: Eat your queries

    • Learn the basic syntax of SQL

  • Mission 3: Eat your queries (part 2)

    • Learn advanced SQL concepts

  • Mission 4: Serve it right

    • Take a trained ML model and serve it through a flask app

  • Mission 5: Big in data

    • Create a docker cluster, install HDFS and do a Map Reduce job

  • Mission 6: A little spark kindles a great fire

  • Mission 7: Kafka is a writer, not a fucking platform

  • Mission 8: Que te la mongo

There are also some secret missions in order to better understand some ml or data science concepts

  • Secret Mission 1: The firm tree does not fear the storm
  • Secret Mission 2: In need for support