Ujjwal Karn

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How to teach logic to your #NeuralNetworks ?

Logic gates are the fundamental building blocks of electronics. They pretty much make up the complex architecture of all computing systems today. …

Introducing Variational Autoencoders (in Prose and Code)

Effective machine learning means building expressive models that sift out signal from noise—that simplify the complexity of real-world data, yet …

Deep Learning

How to Grid Search Hyperparameters for Deep Learning Models in Python With Keras

Hyperparameter optimization is a big part of deep learning.The reason is that neural networks are notoriously difficult to configure and there are a …

Deep Learning

Machine Learning is Fun Part 5: Language Translation with Deep Learning and the Magic of Sequences

<b>Update:</b> <i>This article is part of a series. Check out the full series:</i> <i>Part 1</i><i>,</i> <i>Part 2</i><i>,</i> <i>Part 3</i><i>,</i> <i>Part 4</i><i>,</i> <i>Part 5</i><i>,</i> <i>Part 6</i><i>,</i> <i>Part 7</i> <i>and</i> <i>Part 8</i><i>!</i><p><i>You can also read this</i> …

A Statistical View of Deep Learning

Over the past 6 months, I've taken to writing a series of posts (one each month) on a statistical view of deep learning with two principal …

Wide & Deep Learning: Better Together with TensorFlow

Posted by Heng-Tze Cheng, Senior Software Engineer, Google Research The human brain is a sophisticated learning machine, forming rules by me...

Deep Learning

'Neural network' spotted deep inside Samsung's Galaxy S7 silicon brain

<b>Hot Chips</b> Secrets of Exynos M1 cores spilledSamsung has revealed the blueprints to its mystery M1 processor cores at the heart of its S7 and S7 Edge …

Computer Science

TensorFlow in a Nutshell — Part One: Basics

The fast and easy guide to the most popular Deep Learning framework in the world.<p>TensorFlow is a framework created by Google for creating Deep …

An introduction to Generative Adversarial Networks (with code in TensorFlow)

There has been a large resurgence of interest in generative models recently (see this blog post by OpenAI for example). These are models that can …

Deep Learning

An Intuitive Explanation of Convolutional Neural Networks

What are Convolutional Neural Networks and why are they important?<p>Convolutional Neural Networks (<b>ConvNets</b> or <b>CNNs</b>) are a category of Neural Networks …

Deep Learning