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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

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

Avoid These Deadly Modeling Mistakes that May Cost You a Career

I love watching data scientists dive into advanced packages, craft dazzling visualizations, and experiment with innovative algorithms. They…

Jan 18

Avoid These Deadly Modeling Mistakes that May Cost You a Career

Jan 18

Data Science Lifecycle

Think of the data science lifecycle as the blueprint for building a house. Just as you wouldn’t start construction without a solid…

Jan 13

Data Science Lifecycle

Jan 13

Fine-Tuning vs. RAG

Balancing Cost and Precision

Dec 19, 2024

Fine-Tuning vs. RAG

Dec 19, 2024

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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