awesome-deep-learning-materials
github.com/hggeorgiev/awesome-deep-learning-materials ↗Curated materials from Centroida's Deep Learning team
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Computer Vision & Convolutional Neural NetworksNatural Language Processing & Recurrent Neural NetworksExamplesSecurityCourses generalArticles GeneralResearch papers generalBlogsDatasetsMiscellaneous
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Articles General
Security
- Adversarial Examples for Semantic Segmentation and Object DetectionArticles & Pieces
- Attacking Machine Learning with Adversarial ExamplesArticles & Pieces
- Delving deep into Generative Adversarial Networks (GANs)Articles & Pieces
- Devling into Transferrable Adversarial Examples And Black-box AttacksArticles & Pieces
- Efficient Defenses Against Adversarial AttacksResearch Papers
- Practical Black-Box Attacks against Machine LearningResearch Papers
Computer Vision & Convolutional Neural Networks
- Andrej Karpathy's YouTube channel - CS 231n Convolutional Neural Networks for Visual RecognitionCourses
CS 231n Convolutional Neural Networks for Visual Recognition
- Attentive Recurrent ComparatorsResearch Papers
- Building powerful image classification models using very little dataArticles & Pieces
- Colorful Image ColorizationResearch Papers
- Creating a Modern OCR Pipeline Using Computer Vision and Deep LearningArticles & Pieces
- CS231n: Convolutional Neural Networks for Visual RecognitionArticles & Pieces
Natural Language Processing & Recurrent Neural Networks
- An Empirical Exploration of Recurrent Network ArchitecturesResearch Papers
- Attention and Memory in Deep Learning and NLPArticles & Pieces
- Automatic Log Analysis using Machine LearningResearch Papers
- Extracting Information from Text - Chapter 7Articles & Pieces
Chapter 7
- Latent Dirichlet AllocationArticles & Pieces
- Learning to Generate Reviews and Discovering SentimentResearch Papers
Research papers general
- A simple neural network module for relational reasoning
- Attention Is All You Need
- Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition
- deeplearning.net research paper reading list
- Deep metric learning using Triplet network
- Deep Networks With Large Output Spaces
Courses general
Showing a sample of 72 resources. View the full list on GitHub →