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What is StyleGAN?What is StyleGAN?

October 4, 2025October 4, 2025| DougMLDougML| 0 Comment | 8:22 pm

StyleGAN is a family of generative adversarial networks introduced by NVIDIA that produces high‑resolution, photorealistic images with unusually fine control over visual attributes such as pose, identity, texture, and lighting.

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What is Explainable AI (XAI)?What is Explainable AI (XAI)?

September 20, 2025September 20, 2025| DougMLDougML| 0 Comment | 8:19 pm

Explainable AI (often shortened to XAI) is a collection of methods and processes that make an AI system’s predictions and behavior understandable to people, so stakeholders can trust, validate, and

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What is Generative Adversarial Networks (GANs)?What is Generative Adversarial Networks (GANs)?

September 13, 2025September 13, 2025| DougMLDougML| 0 Comment | 8:14 pm

Generative Adversarial Networks, commonly called GANs, are a class of deep learning models that learn to generate new, realistic data by pitting two neural networks against each other in a

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What is Ensemble Learning?What is Ensemble Learning?

September 7, 2025September 7, 2025| DougMLDougML| 0 Comment | 8:10 pm

Ensemble learning is a technique that combines multiple models to produce predictions that are more accurate, robust, and reliable than those from any single model. By aggregating the strengths of

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What is XGBoost and Why is it So Powerful?What is XGBoost and Why is it So Powerful?

September 2, 2025September 2, 2025| DougMLDougML| 0 Comment | 8:06 pm

XGBoost, short for eXtreme Gradient Boosting, is a high-performance implementation of gradient-boosted decision trees designed for speed, accuracy, and scalability on structured/tabular data. It builds an ensemble of shallow decision

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How to Train a Linear Regression ModelHow to Train a Linear Regression Model

August 29, 2025August 29, 2025| DougMLDougML| 0 Comment | 7:58 pm

A linear regression model learns a straight line or hyperplane that best predicts a target from a set of input features. The prediction is a weighted sum of features plus

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Swarm Intelligence: An Easy-to-Understand OverviewSwarm Intelligence: An Easy-to-Understand Overview

August 25, 2025August 25, 2025| DougMLDougML| 0 Comment | 12:54 pm

Swarm intelligence refers to intelligent behavior that emerges from the collective actions of many simple, decentralized agents—whether animals like ants and birds or artificial systems like robots and software agents—without

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How to Deploy a Machine Learning ModelHow to Deploy a Machine Learning Model

August 18, 2025August 18, 2025| DougMLDougML| 0 Comment | 12:54 pm

Machine learning models are powerful tools. Their true value unlocks with deployment. A deployed model makes predictions in the real world. This integration solves actual problems. Modern deployment uses MLOps

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Federated Learning: An Easy-to-Understand GuideFederated Learning: An Easy-to-Understand Guide

August 13, 2025August 13, 2025| DougMLDougML| 0 Comment | 12:50 pm

Federated learning is a technique for training a shared machine learning model across many devices or organizations while keeping their raw data in place. Instead of sending personal or sensitive

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How to Train a Logistic Regression ModelHow to Train a Logistic Regression Model

July 14, 2025July 14, 2025| DougMLDougML| 0 Comment | 9:18 pm

Training a logistic regression model involves teaching it to predict a binary outcome—typically labeled as 0 or 1—based on input features. It’s a foundational algorithm in machine learning, especially useful

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