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Deep Learning is a subset of Machine learning. It was developed to have an architecture and functionality similar to that of a human brain.
The post Getting Started With Deep Learning Using TensorFlow Keras appeared first on Analytics India Magazine.
Introduction to SIREN: Sinusoidal Representation Networks for Implicit Neural Representations
SIRENs are trained and validated for implicit neural representations using hyper networks with quick and accurate sine activation functions
The post Introduction to SIREN: Sinusoidal Representation Networks for Implicit Neural Representations appeared first on Analytics India Magazine.


In this article, I’ll discuss the various types of activation functions present in a neural network.
The post Activation Functions in Neural Networks: An Overview appeared first on Analytics India Magazine.


Deep neural networks are ambiguous for many reasons. They can be as simple as, “How can Stochastic Gradient Descent (SGD) find good solutions to a complicated non-convex optimisation problem?” However, the answer is not always straightforward. In order to define other such puzzling fundamental questions, the researchers at Facebook AI recently released a new study.…
The post Why Do Neural Networks Generalise So Effortlessly? This Study Might Have An Answer appeared first on Analytics India Magazine.


In the early 1960s, AI pioneer Herbert Simon observed that in a span of two decades, machines will match the cognitive abilities of humankind. Predictions like these motivated theorists, sceptics and thinkers from a cross-section of domains to find ways to use computers to perform routine tasks. From Heron’s Automatons in the first century to…
The post A Beginner’s Guide To Generative Adversarial Networks(GANs)-The Concept Behind DeepFake appeared first on Analytics India Magazine.


These action potentials can be thought of as activation functions in the case of neural networks. The path that needs to be fired depends on the activation functions in the preceding layers just like any physical movement depends on the action potential at the neuron level. Deep neural networks are trained, by updating and…
The post What Are Activation Functions And When To Use Them appeared first on Analytics India Magazine.