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N-Shot Learning: Learning More with Less Data Is it possible to use machine learning with small data? Yes, it is! Here's N-Shot Learning. Artificial Intelligence is the new electricity - Andrew NGIf AI is the new electricity, then data is the new coal. Unfortunately, just as we’ve seen a hazardous depletion in the amount of available coal, many AI applications have little or no data accessible to

Generative Adversarial Networks - The Story So Far Generative adversarial networks (GANs) have been the go-to state of the art algorithm to image generation in the last few years. In this article, you will learn about the most significant breakthroughs in this field, including BigGAN, StyleGAN, and many more. When Ian Goodfellow dreamt up the idea of Generative Adversarial Networks (GANs) over a m

A Gentle Introduction to Text Summarization in Machine Learning Text summarization is a common problem in the fields of machine learning and natural language processing (NLP). In this article, we'll explore how to create a simple extractive text summarization algorithm. Have you ever summarized a lengthy document into a short paragraph? How long did you take? Manually generating a summary can be t

Best Deep Learning Courses: Updated for 2019 The list of the best machine learning & deep learning courses and MOOCs for 2019. If books aren’t your thing, don’t worry, you can enroll or watch online courses! The interweb is now full of MOOCs that have lowered the barrier to being taught by experts. What’s more you get to do it at your pace and design your own curriculum. Great time to be alive for

Found in translation: Building a language translator from scratch with deep learning Build an English-French language translator from scratch using PyTorch. Neural networks have won me over. Why, you ask? It's really quite simple – they’ve allowed me, a fledgling student of artificial intelligence, to develop a language translator from scratch. And it works. It really works! Now, let’s take a mome

Ten Techniques Learned From fast.ai Right now, Jeremy Howard – the co-founder of fast.ai – currently holds the 105th highest score for the plant seedling classification contest on Kaggle, but he's dropping fast. Why? His own students are beating him. And their names can now be found across the tops of leaderboards all over Kaggle. Right now, Jeremy Howard – the co-founder of fast.ai – currently ho

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