Soya Kim – Medium

Soya Kim

Classical Clustering: Gaussian Mixture Model (GMM)

A Paradigm Shift in Clustering

May 10, 2024

Classical Clustering: Gaussian Mixture Model (GMM)

May 10, 2024

Ensemble Learning: Bagging and Boosting

In the ever-evolving landscape of machine learning, ensemble methods stand out as powerful tools for improving model performance and…

May 2, 2024

Ensemble Learning: Bagging and Boosting

May 2, 2024

Navigating Predictive Model Evaluation: Understanding Metrics and Confusion Matrices

Predictive modeling is the backbone of many data-driven decision-making processes, from healthcare to finance and beyond. However, the…

May 1, 2024

Navigating Predictive Model Evaluation: Understanding Metrics and Confusion Matrices

May 1, 2024

Robust PCA: The Power of Data Decomposition

Traditional PCA lays a solid foundation for dimensionality reduction, but when outliers come into play, it might falter. Enter Robust PCA…

Apr 29, 2024

Robust PCA: The Power of Data Decomposition

Apr 29, 2024

The Power of MapReduce and Hadoop Ecosystem

🌟 The Power of MapReduce and Hadoop Ecosystem!

Apr 26, 2024

The Power of MapReduce and Hadoop Ecosystem

Apr 26, 2024

Navigating the Predictive Modeling Pipeline

From Target Selection to Performance Evaluation!

Apr 14, 2024

Navigating the Predictive Modeling Pipeline

Apr 14, 2024

Algorithms in Healthcare Data Analysis

: Classification, Clustering, Dimensionality Reduction, and Graph Analysis.

Apr 14, 2024

Apr 14, 2024

Healthcare Applications

Predictive Modeling, Computational Phenotyping, and Patient Similarity!

Apr 14, 2024

Apr 14, 2024

In today’s digital age, healthcare data isn’t just about numbers — it’s the cornerstone of…

Let’s delve into the Four V’s: Volume, Variety, Velocity, and Veracity, and their significance in processing healthcare data.

Apr 14, 2024

Apr 14, 2024

Cross-Validation: Enhancing Predictive Model Performance!

Cross-validation is a cornerstone technique in predictive modeling, vital for robust model evaluation and combatting overfitting. Let’s…

Apr 14, 2024

Cross-Validation: Enhancing Predictive Model Performance!

Apr 14, 2024

Soya Kim

Soya Kim

Data Scientist | Data Analyst | MS in Data Science @ University of Michigan | MS in Computational Data Analytics @ Georgia Tech

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