Chapter 1 Introduction 1.1 Background Emotion recognition is a growing and rapidly advancing area of study that has great potential in …
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Understanding Gaussian Mixture Models (GMMs) – The Probabilistic Modelling
by Aarushi Singh 11 minutes readGaussian Mixture Models (GMMs) stand as a cornerstone in the realm of probabilistic modelling, offering a versatile approach to capturing complex data distributions. …
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Cross-Validation: Ensuring Model Robustness
by Aarushi Singh 10 minutes readIn the ever-evolving landscape of machine learning, ensuring the robustness of models is paramount for reliable predictions. This involves evaluating a model’s performance …
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Discovering Future Solutions: Challenges & Innovations in Engineering
by Himanshu Garg 4 minutes readThe world of engineering is on a thrilling expedition, constantly evolving to bridge the gap between the present and the dynamic needs of …
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Understanding the Engineering Culture Behind High Smoking Rates
by Himanshu Garg 3 minutes readIn a surprising twist against decreasing national smoking rates, engineers are puffing away at a rate 25% higher than the average, according to …
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What Is Supervised Learning? :A Brief Guide
by Aarushi Singh 12 minutes readSupervised learning is a fundamental paradigm in machine learning where algorithms are trained on labeled data to make predictions or decisions. This approach …
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The Dawn Of Neural Networks – All You Need To Know
by Aarushi Singh 11 minutes read1.1 Definition of Neural Networks Neural networks or NN are computational models inspired by the structure and functioning of the human brain. They …
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The Concept of Unsupervised Learning – A Comprehensive Guide
by Aarushi Singh 10 minutes readUnsupervised learning is a paradigm within machine learning where algorithms are tasked with extracting patterns and structures from unlabelled data. Unlike supervised learning, …