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machine learning

Machine Learning: Methods of Feature Selection

May 21, 2022June 22, 2022 John

We discuss a few ways of doing feature selection in ML. Unsupervised method Check the linear correlation among the features (without the label) Remove features

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machine learning

Production ML: Skews, Data Drift, and Concept Drift

May 20, 2022August 6, 2022 John

Explain the issues of Data Skew and Concept Drift in Production ML

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career machine learning

Most popular beginner ML books in 2022

January 18, 2022January 23, 2022 John

These are the top 6 best seller machine learning books on Amazon, but are they worth it? Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow:

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career machine learning

Best Introductory Machine Learning Books for The Serious

January 17, 2022January 18, 2022 John

If you want to get serious in learning machine learning, these books are the classics that cannot go wrong. Pattern Recognition and Machine Learning by

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machine learning

Git Command Clearly Explained

January 16, 2022January 17, 2022 John

Git is one of the most popular Version Control System (VCS). You might have encountered Git command cheat sheets and tutorials on how to checkout

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machine learning

Tutorial: K-Nearest Neighbor Model

January 9, 2022January 16, 2022 John

I want to give a quick overview of the K-Nearest Neighbor (KNN) model for beginners into machine learning. What is KNN? It’s easy to describe

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machine learning

Tutorial: Poisson Process (Exponential, Poisson, and Gamma Distribution)

January 4, 2022January 4, 2022 John

This tutorial introduces the Poison Process, and will give an quick tutorial to understanding 3 related distributions Exponential Distribution Poisson Distribution Gamma Distribution Exponential Distribution

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machine learning

Tutorial: Beta distribution and Thompson Sampling

January 3, 2022January 4, 2022 John

The multi-armed bandit problem is a very interesting problem in statistics. This post will use this scenario to explain two topics: Beta Distribution Thompson Sampling

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machine learning

Practical Intuition of the Gaussian Process Regression

January 1, 2022January 3, 2022 John

When I first learned about the Gaussian Process (GP), I have a hard time getting the intuition about it. From Wikipedia, the definition of GP

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machine learning

KL Divergence vs Cross Entropy in Machine Learning

January 1, 2022July 8, 2022 John

The KL (Kullback–Leibler) Divergence is frequently mentioned in the field of machine learning. It measures the similarity of the two distributions P and Q. But

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