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Kevin Berlemont, PhD

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Kevin Berlemont, PhD
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Towards Data Science

Empowering Fairness: Recognizing and Addressing Bias in Generative Models

With the integration of AI into our everyday lives, a biased model can have drastic consequences on users.

6 min readJul 6, 2023

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Empowering Fairness: Recognizing and Addressing Bias in Generative Models

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Kevin Berlemont, PhD
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Towards Data Science

A Comprehensive Guide of Neural Networks Activation Functions: How, When, and Why?

Is the quest of the perfect activation function accessible?

7 min readSep 22, 2022

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A Comprehensive Guide of Neural Networks Activation Functions: How, When, and Why?

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Kevin Berlemont, PhD
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Towards AI

The Parameters of Your Model Are Correlated. Now, What?

Overcoming high-correlations within model parameters using evolution algorithm and Bayesian technics.

6 min readSep 21, 2022

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The Parameters of Your Model Are Correlated. Now, What?

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Kevin Berlemont, PhD
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Towards AI

GAN: Is Diffusion All You Need?

Eight years ago, emerged one of the most promising approaches to generative modeling: Generative Adversarial Networks (GAN) [1]. Since…

6 min readJun 21, 2022

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GAN: Is Diffusion All You Need?

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Kevin Berlemont, PhD
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Towards Data Science

6 Dimensionality Reduction Techniques: How and When to use them?

Learn how and why you should use a specific dimensionality technique over another one

6 min readMay 20, 2022

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6 Dimensionality Reduction Techniques: How and When to use them?

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Kevin Berlemont, PhD

Avoiding the 15 Most Common Machine Learning Pitfalls

An In-Depth Practical Guide

10 min readJan 30, 2024

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Avoiding the 15 Most Common Machine Learning Pitfalls

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Kevin Berlemont, PhD
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Towards AI

Can Artificial Intelligence Hide its True Motives?

The question at hand: Can large language models (LLMs) be trained to mask their true objectives from their developers, only to exhibit…

5 min readJan 24, 2024

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Can Artificial Intelligence Hide its True Motives?

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Kevin Berlemont, PhD
in
Level Up Coding

Leveraging Scala to Build Fast Machine Learning Pipelines in PySpark

How to use Scala and Python together to create the most efficient machine learning pipelines in Big Data.

5 min readJan 22, 2024

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Leveraging Scala to Build Fast Machine Learning Pipelines in PySpark

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Kevin Berlemont, PhD
in
Level Up Coding

Which Python Library For Which Data Pipeline

A side-by-side comparison of Pandas, Polars, and PySpark

6 min readOct 15, 2023

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Which Python Library For Which Data Pipeline

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Kevin Berlemont, PhD
in
Towards Data Science

A Step By Step Guide to Selecting and Running Your Own Generative Model

How to navigate the sea of models being released every day?

5 min readOct 7, 2023

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A Step By Step Guide to Selecting and Running Your Own Generative Model

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Kevin Berlemont, PhD

Kevin Berlemont, PhD

Sharing Data Science concepts I have in mind. Senior Data Scientist. Dog dad. https://medium.com/@kevin.berlemont/membership

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