Image Recognition: Everything You Need to Know
#145 — March 01, 2021 | View in browser |
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Image Recognition: Everything You Need to Know
When we process a scene in front of our eyes, we automatically identify objects as different from one another and associate them with definitions. Image recognition is a term used to describe the task of identifying images and categorizing them in one of several predefined distinct classes. The technology is a computer vision technique that allows machines to interpret and categorize what they “see” in images or videos.
Freewire: An Experiment With Freely Wired Neural Networks
Freewire is a Keras-like API for creating optimized freely wired neural networks to run on CUDA. Freely wired neural networks are defined at the level of individual nodes (or neurons) and their connections, instead of at the level of homogeneous layers. The goal of Freewire is to make it so that any arbitrary DAG of artificial neurons can be defined first and the optimized set of operations can be compiled at runtime and run on CUDA.
Communities: a library of clustering algorithms for network graphs
A Python library for detecting community structure in graphs. It implements the following algorithms: Louvain method, Girvan-Newman algorithm, Hierarchical clustering, Spectral clustering and Bron-Kerbosch algorithm.
The purpose of this post is to break down the math behind the Transformer architecture, as well as share some helpful resources and gotcha's based on my experience in learning about this architecture. We start with an exploration of sequence transduction literature leading up to the Transformer, after which we dive into the foundational Attention is All You Need paper by Vaswani, et al. (2017).
Theoretical Foundations of Graph Neural Networks
Deriving graph neural networks (GNNs) from first principles, motivating their use, and explaining how they have emerged along several related research lines.
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How hackers are finding creative ways to steal gift cards using AI
Sunday, February 21, 2021
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Why machine learning algorithms are hard to tune (and the fix)
Sunday, February 14, 2021
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Backpropagation Algorithm In 90 Seconds
Sunday, February 7, 2021
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Protecting wildlife with machine learning
Sunday, January 31, 2021
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Predicting Hard Drive Failure with Machine Learning
Sunday, January 24, 2021
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