Machine Learning

Machine Learning

14 posts
The Evolution of AI: From Primitive Neural Networks to Cutting-Edge Large Language Models (LLMs)

The Evolution of AI: From Primitive Neural Networks to Cutting-Edge Large Language Models (LLMs)

📘Introduction Large language models (LLMs) have revolutionized artificial intelligence, unlocking new levels of understanding and creativity. But AI’s journey is far from overnight — it’s been shaped by decades of innovation, setbacks, and breakthroughs. In this post, we’ll explore the pivotal moments in AI’s history — from the...

Retrieval-Augmented Generation (RAG): The Key to Smarter AI Responses

Retrieval-Augmented Generation (RAG): The Key to Smarter AI Responses

Introduction Retrieval-Augmented Generation (RAG) is an advanced technique in natural language processing that enhances language models by enabling them to retrieve external information in real time. This leads to more accurate and context-aware responses, making RAG ideal for tasks that require up-to-date or domain-specific knowledge, such as customer support, enterprise...

Performance Metrics for Classification in Machine Learning: Understanding Accuracy, Precision, Recall and F1 Score
Academy Membership Machine Learning

Performance Metrics for Classification in Machine Learning: Understanding Accuracy, Precision, Recall and F1 Score

Introduction In Machine Learning, one essential step is evaluating the performance of a model. For classification models, the Confusion Matrix serves as a fundamental instrument for evaluating the performance. The Confusion Matrix provides a visualization of the results of a model. Based on the information from the Confusion Matrix, some...

Confusion Matrix in Machine Learning: A Hands-On Explanation
Academy Membership Machine Learning

Confusion Matrix in Machine Learning: A Hands-On Explanation

Introduction In Machine Learning, one essential step is evaluating the performance of a model. For classification models, the Confusion Matrix serves as a fundamental instrument for evaluating the performance. It provides a clear and visual summary of the prediction accuracy of a model by illustrating the correspondence between the predicted...

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