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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. Solutions like ReLU activation and gradient clipping promise to revolutionize deep learning, unlocking secrets for training success.

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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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Neural Networks and Deep Learning with Python

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Introduction A Neural Network is analogous to the connections of neurons in our brain. In this article, we will see how to set up Neural Networks, Artificial Neural Networks, and Deep Neural Networks, and also how to design the model, how to train […].

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Introduction to Neural Network in Deep Learning

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Introduction Deep learning is a branch of Machine learning where higher levels of features from the data can be extracted using an Artificial neural network inspired by the working of a neural system in the human body. A neural network is a combination […].

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Training Neural Network with Keras and basics of Deep Learning

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Overview Keras is a Python library including an API for working with neural networks and deep learning frameworks. Keras includes Python-based methods and components for working with various Deep Learning applications. Models Explaining Deep […]. source: keras.io

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Physics-Based Deep Learning: Insights into Physics-Informed Neural Networks (PINNs)

Marktechpost

Physics-Informed Neural Networks (PINNs) have become a cornerstone in integrating deep learning with physical laws to solve complex differential equations, marking a significant advance in scientific computing and applied mathematics.

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Deep Learning with Keras: Coaching Neural Network With Keras [With Code]

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This article was published as a part of the Data Science Blogathon Introduction Keras is a Python library that provides an API for dealing with Neural networks and Deep Learning frameworks. Keras provides methods and components that are useful while working with various Deep Learning applications in Python.