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A Comprehensive Guide on Neural Networks

Analytics Vidhya

Introduction Decoding Neural Networks: Inspired by the intricate workings of the human brain, neural networks have emerged as a revolutionary force in the rapidly evolving domains of artificial intelligence and machine learning.

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Mastering Graph Neural Networks From Graphs to Insights

Analytics Vidhya

Introduction Mastering Graph Neural Networks is an important tool for processing and learning from graph-structured data. This creative method has transformed a number of fields, including drug development, recommendation systems, social network analysis, and more.

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Exploring Vanishing and Exploding Gradients in Neural Networks

Analytics Vidhya

Introduction Deep learning is a fascinating field that explores the mysteries of gradients and their impact on neural networks. Through vivid visualization and […] The post Exploring Vanishing and Exploding Gradients in Neural Networks appeared first on Analytics Vidhya.

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Liquid Neural Networks: Definition, Applications, & Challenges

Unite.AI

A neural network (NN) is a machine learning algorithm that imitates the human brain's structure and operational capabilities to recognize patterns from training data. Despite being a powerful AI tool, neural networks have certain limitations, such as: They require a substantial amount of labeled training data.

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Accelerate Neural Network Training Using the Net2Net Method

Analytics Vidhya

Introduction Creating new neural network architectures can be quite time-consuming, especially in real-world workflows where numerous models are trained during the experimentation and design phase. In addition to being wasteful, the traditional method of training every new model from scratch slows down the entire design process.

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Activation Functions in Neural Networks

Analytics Vidhya

Introduction Activation functions are the secret sauce behind the remarkable capabilities of neural networks. While this might sound like an intricate technicality, understanding activation functions is crucial for anyone diving into artificial neural networks.

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XOR Problem with Neural Networks: An Explanation for Beginners

Analytics Vidhya

Introduction Neural networks have revolutionized artificial intelligence and machine learning. However, certain problems pose a challenge to neural networks, and one such problem is the XOR problem.