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    Seyong Ryoo

    Introduction to Deep Learning

    What is Deep Learning and why?

    Posted on December 4, 2023

    Deep learning is a subset of Machine Learning that tries to find pattern from data using neural networks. Why Deep learning? Instead of hand engineering features like in traditional machine learning which is time consuming, brittle and not scalable in practice, we let the machine look at data and try... [Read More]
    Tags: Artificial Intelligence Generative AI Machine Learning Deep Learning Data Science

    CatBoost

    Part 2 - Comparison of different encoding methods

    Posted on May 22, 2023

    In this article, my main focus will be on implementing the CatBoost algorithm discussed in my previous post on an actual dataset. If you haven’t had a chance to read it yet, I recommend checking out CatBoost Part 1 - How CatBoost deals with categorical features. The dataset I’ll be... [Read More]
    Tags: Statistics Machine Learning CatBoost Encoding One-Hot Encoding Label Encoding Target Encoding

    CatBoost

    Part 1 - How CatBoost deals with categorical features

    Posted on May 21, 2023

    The other night, I was browsing through the YouTube page of StatQuest with Josh Starmer and noticed that there were recent uploads about CatBoost, which is a Machine Learning algorithm unfamiliar to me. Intrigued, I decided to watch the series (part 1 and 2) along with the related videos that... [Read More]
    Tags: Statistics Machine Learning CatBoost Encoding One-Hot Encoding Label Encoding Target Encoding

    Understandong DBSCAN

    A Clustering Technique You'd Better Know

    Posted on May 15, 2023

    What is Clustering? [Read More]
    Tags: Statistics Machine Learning DBSCAN Silhouette Score K-Means Hierarchical Clustering K-Distance Graph

    P-hacking

    What it is and how to avoid it

    Posted on May 13, 2023

    This post is based on the videos by StatQuest with Josh Starmer. [Read More]
    Tags: Statistics Machine Learning P-hacking
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    Seyong Ryoo  •  2024

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