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aml_2021

A Docker image for Cass AML 2021

tag: latest (this is a bad tag name and it is not the latest image)

Based on Neils Borie (ml-docker) but some packages updated and others removed.

In particular vowpal wabbit removed since the requirement for this seem to conflict with catboost (which needs np >= 1.16) and updated versions of sklearn image.

  • pandas
  • matplotlib
  • Seaborn
  • scikit-learn
  • xgboost
  • lightgbm
  • catboost
  • gensim
  • TPOT
  • hyperopt
  • shap
  • skope-rules
  • h2o

tag: week 4

  • Added category_encoders for week 4 material
  • Fixed version of h2o

tag: week 5

  • Added catboost dependencies for graphics
  • Fixed versions of main packages
  • Tidied dockerfile

tag: week 6

  • Added vowpal wabbit (command line only)
  • Added pycebox==0.0.1
  • Added eli5==0.11.0
  • Upgrade numpy to 1.20.3 else shap does not work
  • Now removed yellowbrick==1.3.post1 because it causes a numpy version conflict

Docker Hub

Original source: https://hub.docker.com/r/nielsborie/ml-docker/

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