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Machine Learning

Insights and guides tagged Machine Learning from dypsis.ai.

Churn Prediction: From Logistic Regression to Foundation Models
Article
Machine LearningDecember 2025

Churn Prediction: From Logistic Regression to Foundation Models

Customer churn costs businesses billions annually. This technical deep-dive compares statistical methods, gradient boosting, and cutting-edge transformer models like TimesFM 2.5 and Chronos 2 for churn prediction - with benchmarks, architecture diagrams, and implementation insights.

Frederico VicenteFrederico Vicente
12 min read
Data Labeling: The Overlooked Bottleneck in AI and Machine Learning
Article
Data AnnotationSeptember 2025

Data Labeling: The Overlooked Bottleneck in AI and Machine Learning

Model architectures often get the spotlight, but real-world performance in AI depends heavily on data labeling quality. Learn why annotation workflows, human-in-the-loop systems, and synthetic data strategies are critical for building robust ML models.

Frederico VicenteFrederico Vicente
9 min read
RAM vs VRAM in Mixture of Experts Models: The Hidden Bottleneck in Next-Gen LLMs
Article
InfrastructureSeptember 2025

RAM vs VRAM in Mixture of Experts Models: The Hidden Bottleneck in Next-Gen LLMs

Explore how GPU VRAM and system RAM shape the performance of Mixture of Experts models like Qwen3-Next. Learn why memory hierarchy is the real bottleneck in modern LLM deployments and how to optimize infrastructure for speed and scalability.

Frederico VicenteFrederico Vicente
8 min read
RAG vs Fine-Tuning: Why the Best AI Systems Combine Both
Article
Generative AISeptember 2025

RAG vs Fine-Tuning: Why the Best AI Systems Combine Both

Should you choose Retrieval-Augmented Generation (RAG) or fine-tuning to optimize your LLM? The answer is not either-or. Learn how combining RAG with fine-tuning delivers accuracy, adaptability, and cost efficiency in real-world AI systems.

Frederico VicenteFrederico Vicente
7 min read
Federated Learning: Privacy-First AI
Article
Artificial IntelligenceFebruary 2024

Federated Learning: Privacy-First AI

Discover how Federated Learning is revolutionizing AI implementation...

Frederico VicenteFrederico Vicente
8 min read