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Convolutional Neural Networks Programming Tutorials & Engineering Articles

21 Convolutional Neural Networks tutorials, guides, and engineering insights from NVIDIA and Uber

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Convolutional Neural Networks Articles & Tutorials

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Uber
Advanced
The article discusses the application of relational graph learning, specifically relational graph convolutional networks (RGCN), to detect collusion in fraudulent activities within the Uber platfor...
Xinyu Hu, Chengliang Yang, Ankur Sarda, Ankit Jain, Piero Molino
11 min read
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NVIDIA
Intermediate
This article is the second part of a series on building deep learning-powered recommender systems, focusing on the application of deep learning techniques to enhance recommendation quality.
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NVIDIA
Intermediate
This article introduces cuSignal, a library within the RAPIDS ecosystem designed for signal processing using NVIDIA GPUs, which significantly accelerates computations compared to traditional method...
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NVIDIA
Advanced
This article delves into the object detection inference process, specifically focusing on the YOLOv3 model.
Sanjay Dulepet
13 min read
Includes Code
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OpenAI
Advanced
The article discusses Image GPT, a generative model that applies the transformer architecture used in language models to image generation.
Uber logo
Uber
Intermediate
The article discusses how Uber Eats utilizes graph learning techniques to enhance its food recommendation system, improving user experience by providing personalized dish and restaurant suggestions.
Ankit Jain, Isaac Liu, Ankur Sarda, Piero Molino
18 min read
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NVIDIA
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The article discusses NVIDIA's contributions to the CVPR 2019 conference, highlighting 20 accepted papers and posters, including advancements in semantic image synthesis, video action detection, an...
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NVIDIA
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The article discusses the NVIDIA Transfer Learning Toolkit, now known as the NVIDIA TAO Toolkit, and its model pruning feature, which enhances the efficiency of deep learning models by reducing the...
Greg Heinrich
15 min read
Includes Code
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Uber
Intermediate
The article discusses the role of women in data science at Uber, highlighting their contributions to various projects and the importance of diversity in technical fields.
Uber logo
Uber
Advanced
The article discusses an innovative approach to enhance the performance of Convolutional Neural Networks (CNNs) by utilizing JPEG's internal representations.
Lionel Gueguen, Rosanne Liu, Alex Sergeev, Jason Yosinski
15 min read
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NVIDIA
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NVIDIA Researchers are set to present 17 papers and posters at the European Conference on Computer Vision (ECCV) 2018, showcasing advancements in AI and computer vision.
Nefi Alarcon
16 min read
Includes Code
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Uber
Advanced
The article discusses the limitations of Convolutional Neural Networks (CNNs) in performing coordinate transformations and introduces the CoordConv layer as a solution.
Rosanne Liu, Joel Lehman, Piero Molino, Felipe Petroski Such, Eric Frank, Alex Sergeev, Jason Yosinski
15 min read
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Uber
Intermediate
The article discusses the importance of accurately segmenting building footprints using a novel framework called Deep Structured Active Contours (DSAC).
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Uber
Intermediate
The article presents a novel approach for semi-automatic annotation of object instances in images, shifting from traditional pixel-labeling to polygon prediction.
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Uber
Intermediate
The article discusses SBNet, an open-source algorithm developed by Uber ATG that leverages activation block sparsity to enhance the speed of Convolutional Neural Networks (CNNs).
Mengye Ren, Andrei Pokrovsky, Bin Yang, Raquel Urtasun
8 min read
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Uber
Beginner
The article discusses the Reversible Residual Network (RevNet), a variant of Residual Networks (ResNets) that allows for backpropagation without storing intermediate activations, thereby reducing m...
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NVIDIA
Advanced
The article discusses the capabilities of NVIDIA DIGITS 5 for image segmentation, highlighting its integrated workflow and model store.
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NVIDIA
Intermediate
This article provides a comprehensive overview of deep learning, focusing on its historical development and training methodologies.
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NVIDIA
Intermediate
The article discusses the application of deep learning, specifically Convolutional Neural Networks (CNNs), in identifying geological processes on Mars, such as volcanic rootless cones and impact cr...
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Pinterest
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The article discusses Pinnability, a machine learning initiative by Pinterest aimed at enhancing the personalization of the home feed by predicting which Pins users are likely to engage with.
Pinterest Engineering
8 min read
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NVIDIA
Advanced
The article discusses the NVIDIA cuDNN library, a GPU-accelerated library designed to optimize deep neural networks (DNNs) for machine learning applications.

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