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Chris Kuo/Dr. Dataman

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Chris Kuo/Dr. Dataman

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Oct 9, 2022

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…

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

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Chris Kuo/Dr. Dataman

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Sep 14, 2019

Explain Your Model with the SHAP Values

Use the SHAP Values to Explain Any Complex ML Model

Explain Your Model with the SHAP Values

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Chris Kuo/Dr. Dataman

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Jan 30, 2023

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

Hands on with Pre-trained models

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

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Chris Kuo/Dr. Dataman

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Nov 24, 2021

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…

The SHAP Values with H2O Models

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Chris Kuo/Dr. Dataman

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Nov 18, 2021

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…

Top Data Science Interview Questions and Answers

Chris Kuo/Dr. Dataman

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Nov 4

From Prompt to Prose: How a Transformer Reads You (and Why a Skill Isn’t Just a Longer Prompt)

(This post is the sister article to “Explain the Transformer to a Smart College Student.”)

From Prompt to Prose: How a Transformer Reads You (and Why a Skill Isn’t Just a Longer Prompt)

Chris Kuo/Dr. Dataman

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Nov 2

Skills, Transformers, and the Note on the Counter

How AI “Skills” teach a model new tricks without changing a single weight, and how that differs from prefix tuning

Skills, Transformers, and the Note on the Counter

Chris Kuo/Dr. Dataman

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Sep 2

Six Months Later, We Couldn’t Explain Our AI Decision

Why explainability, auditability, and reproducibility require more than storing AI outputs

Six Months Later, We Couldn’t Explain Our AI Decision

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Deep Learning Essentials

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Chris Kuo/Dr. Dataman

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Aug 5

Deep Learning Essentials — (8) Diffusion Model

Deep Learning Foundations, Models for Images and Sequences, and Generative AI

Deep Learning Essentials — (8) Diffusion Model

Chris Kuo/Dr. Dataman

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Jul 29

Deep Learning Essentials — (7) Variational Autoencoder

Deep Learning Foundations, Models for Images and Sequences, and Generative AI

Deep Learning Essentials — (7) Variational Autoencoder

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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