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Google Research, 2022 & beyond: Algorithms for efficient deep learning

Google Research AI blog

The explosion in deep learning a decade ago was catapulted in part by the convergence of new algorithms and architectures, a marked increase in data, and access to greater compute. Below, we highlight a panoply of works that demonstrate Google Research’s efforts in developing new algorithms to address the above challenges.

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PACT-3D, a deep learning algorithm for pneumoperitoneum detection in abdominal CT scans

Flipboard

We developed and validated a deep learning model designed to identify pneumoperitoneum in computed tomography images. Delays or misdiagnoses in detecting pneumoperitoneum can significantly increase mortality and morbidity. External validation included 480 scans from Cedars-Sinai Medical Center. and a specificity of 0.97–0.99

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Anomaly Detection on Google Stock Data 2014-2022

Analytics Vidhya

In this project, we’ll dive into the historical data of Google’s stock from 2014-2022 and use cutting-edge anomaly detection techniques to uncover hidden patterns and gain insights into the stock market.

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Top 10 blogs on NLP in Analytics Vidhya 2022

Analytics Vidhya

It involves developing algorithms and models to analyze, understand, and generate human language, enabling computers to perform sentiment analysis, language translation, text summarization, and tasks. The post Top 10 blogs on NLP in Analytics Vidhya 2022 appeared first on Analytics Vidhya.

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Google Research, 2022 & beyond: Algorithmic advances

Google Research AI blog

Robust algorithm design is the backbone of systems across Google, particularly for our ML and AI models. Hence, developing algorithms with improved efficiency, performance and speed remains a high priority as it empowers services ranging from Search and Ads to Maps and YouTube. You can find other posts in the series here.)

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Roadmap to Master NLP in 2022

Analytics Vidhya

Introduction A few days ago, I came across a question on “Quora” that boiled down to: “How can I learn Natural Language Processing in just only four months?” The post Roadmap to Master NLP in 2022 appeared first on Analytics Vidhya. ” Then I began to write a brief response.

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[AI/ML] Keswani’s Algorithm for 2-player Non-Convex Min-Max Optimization

Towards AI

Keswani’s Algorithm introduces a novel approach to solving two-player non-convex min-max optimization problems, particularly in differentiable sequential games where the sequence of player actions is crucial. Keswani’s Algorithm: The algorithm essentially makes response function : maxy∈{R^m} f (.,