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Chris Kuo/Dr. Dataman

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Handbook of Anomaly Detection: With Python Outlier Detection — (1) Introduction

Anomaly detection is the detection for any rare events that deviate significantly from the majority of the data. Those rare events, called…

Oct 9, 2022

Handbook of Anomaly Detection: With Python Outlier Detection — (1) Introduction

Oct 9, 2022

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Explain Your Model with the SHAP Values

Use the SHAP Values to Explain Any Complex ML Model

Sep 14, 2019

Explain Your Model with the SHAP Values

Sep 14, 2019

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Dataman in AI

Transfer Learning for Image Classification — (2) Pre-trained Image Models

Hands on with Pre-trained models

Jan 30, 2023

Transfer Learning for Image Classification — (2) Pre-trained Image Models

Jan 30, 2023

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The SHAP Values with H2O Models

Many machine learning algorithms are complicated and not easy to understand, even though they have rendered an impressive level of…

Nov 24, 2021

The SHAP Values with H2O Models

Nov 24, 2021

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Top Data Science Interview Questions and Answers

You receive a data science interview opportunity from your dream company. You have surveyed many the-top-50-question types of articles but…

Nov 18, 2021

Top Data Science Interview Questions and Answers

Nov 18, 2021

Distillation — From Teacher to Student

When you try to use a large language model (LLM) and see a lot of its variations, are you confused about which one to use? Let’s take…

Mar 13

Distillation — From Teacher to Student

Mar 13

Four Quantization Techniques for Large Language Models

Large language models (LLMs) are indeed large. Training and using them is still a barrier to individuals and startup companies. Reducing…

Mar 6

Four Quantization Techniques for Large Language Models

Mar 6

Explain the Transformer to a Smart Freshman

https://www.datacamp.com/tutorial/building-a-transformer-with-py-torch

Feb 26

Explain the Transformer to a Smart Freshman

Feb 26

A Data Scientist’s Toolkit to Encode Categorical Variables to Numeric

Encoding categorical variables into numeric formats is a crucial and frequent part of a data scientist’s work. Properly handling these…

Jan 29

A Data Scientist’s Toolkit to Encode Categorical Variables to Numeric

Jan 29

Machine Learning Must Know — Preparing the Modeling Data

At first glance, this topic may seem basic, but I’ve noticed that most machine learning books overlook it. While many books focus on…

Jan 20

Machine Learning Must Know — Preparing the Modeling Data

Jan 20

Chris Kuo/Dr. Dataman

Chris Kuo/Dr. Dataman

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The Dataman articles are my reflections on DS at Columbia University https://sps.columbia.edu/faculty/chris-kuo. Follow https://drdataman.teachable.com

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