Gen AI – Howard Nguyen https://howardnguyen.com Ph.D. in Data Science Tue, 24 Mar 2026 06:15:54 +0000 en hourly 1 https://wordpress.org/?v=6.9.4 https://howardnguyen.com/wp-content/uploads/2023/05/H-icon3-36x36.png Gen AI – Howard Nguyen https://howardnguyen.com 32 32 The AI-Era Choice: Orchestrator, System Builder, or Domain Translator https://howardnguyen.com/the-ai-era-choice-orchestrator-system-builder-or-domain-translator/ https://howardnguyen.com/the-ai-era-choice-orchestrator-system-builder-or-domain-translator/#comments Tue, 24 Mar 2026 06:15:54 +0000 https://howardnguyen.com/?p=2711 Orchestrator, System Builder, or Domain Translator Artificial intelligence is no longer affecting only software developers and data scientists. It is reshaping work across product management, operations, marketing, finance, healthcare, customer support, compliance, consulting, and leadership. Recent workforce research shows that many organizations are already redesigning work around AI…

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]]> https://howardnguyen.com/the-ai-era-choice-orchestrator-system-builder-or-domain-translator/feed/ 10 SMOTE and GAN: Similarities, Differences, and Applications https://howardnguyen.com/smote-and-gan-similarities-differences-and-applications/ https://howardnguyen.com/smote-and-gan-similarities-differences-and-applications/#comments Fri, 22 Nov 2024 04:41:13 +0000 https://howardnguyen.com/?p=1364 SMOTE vs GAN Synthetic Minority Oversampling Technique (SMOTE) is a method designed to address class imbalance in machine learning (ML) and deep learning (DL) models. Class imbalance occurs when one class is significantly underrepresented compared to others, leading models to favor the majority class during training. SMOTE generates synthetic data points for the minority class by…

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]]> https://howardnguyen.com/smote-and-gan-similarities-differences-and-applications/feed/ 30 A Brief of Generative AI https://howardnguyen.com/a-brief-of-generative-ai/ https://howardnguyen.com/a-brief-of-generative-ai/#comments Tue, 27 Aug 2024 20:58:41 +0000 https://howardnguyen.com/?p=1316 Key features and its applications Generative AI refers to a class of AI models that can generate new, synthetic data resembling the data they were trained on. Unlike traditional AI models that are primarily focused on classification or prediction, generative models create new data, such as images, text, or even tabular data. These models learn the underlying distribution of the…

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