Multimodal Neurons in Artificial Neural Networks

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue.

#146 — March 08, 2021 View in browser

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Multimodal Neurons in Artificial Neural Networks

We’ve discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually. This may explain CLIP’s accuracy in classifying surprising visual renditions of concepts, and is also an important step toward understanding the associations and biases that CLIP and similar models learn.

Backyard Birdbot

The aim of the project is to use existing ML models to first detect birds then classify what species it belongs to. We won't be training any new models here. For object detection, we use the SSD Openimages v4 model published as part of TensorFlow Object Detection API.

Generative Speech Coding with Predictive Variance Regularization

The recent emergence of machine-learning based generative models for speech suggests a significant reduction in bit rate for speech codecs is possible. However, the performance of generative models deteriorates significantly with the distortions present in real-world input signals.

Understanding Deep Learning (Still) Requires Rethinking Generalization

Despite their massive size, successful deep artificial neural networks can exhibit a remarkably small gap between training and test performance. Conventional wisdom attributes small generalization error either to properties of the model family or to the regularization techniques used during training.

How AI from Bing is powering Azure Cognitive Search

Azure Cognitive Search is a cloud search service that gives developers APIs and tools to build rich search experiences over private, heterogeneous content in web, mobile, and enterprise applications. It has multiple components, including an API for indexing and querying, seamless integration through Azure data ingestion, deep integration with Azure Cognitive Services, and persistent storage of user-owned indexed content.

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Image Recognition: Everything You Need to Know

Sunday, February 28, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #145 — March 01, 2021 View in browser AI Digest Spread the word, build the community, share

How hackers are finding creative ways to steal gift cards using AI

Sunday, February 21, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #144 — February 22, 2021 View in browser AI Digest Spread the word, build the community,

Why machine learning algorithms are hard to tune (and the fix)

Sunday, February 14, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #143 — February 15, 2021 View in browser AI Digest Spread the word, build the community,

Backpropagation Algorithm In 90 Seconds

Sunday, February 7, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #142 — February 08, 2021 View in browser AI Digest Spread the word, build the community,

Protecting wildlife with machine learning

Sunday, January 31, 2021

And more news, tutorials and articles about AI, machine learning, and data science in this week's issue. #141 — February 01, 2021 View in browser AI Digest Spread the word, build the community,

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