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Fine-Tuning Llama-3 on a Single GPU: A QLoRA Implementation GuideFine-Tuning Llama-3 on a Single GPU: A QLoRA Implementation Guide

January 3, 2026January 3, 2026| 9:33 pm

While Llama-3 is a powerful base model trained on diverse data, it’s not optimized for specific domains or tasks. Fine-tuning allows you to: Adapt to Specific Domains: Customize the model

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Detecting Hallucinations: A Python Script to Score RAG AccuracyDetecting Hallucinations: A Python Script to Score RAG Accuracy

December 31, 2025December 31, 2025| 9:31 pm

Even with Retrieval-Augmented Generation (RAG) technology, Large Language Models (LLMs) continue to generate hallucinations—factually incorrect responses that appear plausible but contradict the provided context. This remains one of the most

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How to Build a 100% Local RAG Pipeline (LlamaIndex + Ollama)How to Build a 100% Local RAG Pipeline (LlamaIndex + Ollama)

December 26, 2025December 26, 2025| 9:07 pm

Retrieval-Augmented Generation (RAG) is a groundbreaking technique that enhances Large Language Models (LLMs) by providing them with relevant context from external documents before generating responses. This approach offers several critical

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BERT and Transformer Models: NLP Revolution Explained 2025BERT and Transformer Models: NLP Revolution Explained 2025

December 21, 2025December 21, 2025| 1:33 pm

The introduction of the transformer architecture in 2017 fundamentally revolutionized natural language processing, replacing recurrent neural networks and LSTMs with attention mechanisms enabling parallel processing of text sequences. This innovation

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Quantum Machine Learning: Computing Power Meets AI 2025Quantum Machine Learning: Computing Power Meets AI 2025

December 15, 2025December 15, 2025| 1:31 pm

Quantum computing and machine learning represent two transformative technology frontiers independently reshaping how we solve complex problems. Their convergence into quantum machine learning (QML) promises exponential acceleration for specific AI

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Machine Learning in Edge Computing: Distributed AI Explained 2025Machine Learning in Edge Computing: Distributed AI Explained 2025

December 9, 2025December 9, 2025| 1:29 pm

The explosion of Internet of Things devices, mobile applications, and real-time systems has revealed fundamental limitations in centralized machine learning architectures. Sending vast data volumes to distant cloud data centers

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Advanced Machine Learning & NLP GuideAdvanced Machine Learning & NLP Guide

December 3, 2025December 3, 2025| 5:14 pm

This guide covers advanced machine learning concepts including deep learning architectures, natural language processing techniques, transfer learning, and production deployment strategies. Perfect for practitioners moving beyond basic ML into specialized

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Machine Learning Algorithms & Implementation GuideMachine Learning Algorithms & Implementation Guide

November 26, 2025November 26, 2025| 5:12 pm

This comprehensive guide explores the most widely-used machine learning algorithms, including their underlying mechanics, practical implementations, strengths, limitations, and real-world applications. Whether you’re building classification models, regression solutions, or clustering

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Machine Learning Concepts Explained: A Practical Guide for BeginnersMachine Learning Concepts Explained: A Practical Guide for Beginners

November 20, 2025November 20, 2025| 9:49 pm

This guide demystifies machine learning by breaking down complex concepts into digestible explanations, providing a clear 7-step workflow for building models, showcasing essential visualization techniques, and curating the best free

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What is StyleGAN?What is StyleGAN?

October 4, 2025October 4, 2025| 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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Recent Posts

  • Fine-Tuning Llama-3 on a Single GPU: A QLoRA Implementation Guide
  • Detecting Hallucinations: A Python Script to Score RAG Accuracy
  • How to Build a 100% Local RAG Pipeline (LlamaIndex + Ollama)
  • BERT and Transformer Models: NLP Revolution Explained 2025
  • Quantum Machine Learning: Computing Power Meets AI 2025

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