Machine Learning

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DataScience
Python
Statistics

What are standarization and normalization? Test with iris data set in Scikit-learn

Standarization and normalization are essential techniques to apply your data set before using classifiers in some cases. I tested both with iris data set.

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Container
DataScience

A World of Causal Inference with EconML by Microsoft Research

Overview of causal inference and RCT in a nutshell. Starting from RCT and various techniques that have been developed in causal inference. Introduced EconML.

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AWS
Container
Kubernetes

How to spin up Kubeflow v1.x and later in AWS EKS

Overview of MLOps and why it’s uptrend. Also this guides how to spin up AWS EKS cluster and install Kubeflow on top of it with kfctl tool. It’s easy.

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Container Image
DataScience

How to build your own Data Science environment with Docker and Anaconda3

To introduce Anaconda distribution and the official Docker image. You’ll know how to customize the image in Dockerfile and spin up your own environment.

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