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awesome-deep-learning-materials
Curated materials from Centroida's Deep Learning team
https://github.com/hggeorgiev/awesome-deep-learning-materials
Last synced: about 19 hours ago
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Computer Vision & Convolutional Neural Networks
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Articles & Pieces
- Creating a Modern OCR Pipeline Using Computer Vision and Deep Learning
- Object Detection using Deep Learning for advanced users (Part-1)
- Creating a Modern OCR Pipeline Using Computer Vision and Deep Learning
- Building powerful image classification models using very little data
- How HBO’s Silicon Valley built “Not Hotdog” with mobile TensorFlow, Keras & React Native
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Courses
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Research Papers
- One weird trick for parallelizing convolutional neural networks
- Colorful Image Colorization
- Speed/accuracy trade-offs for modern convolutional object detectors
- Rethinking the Inception Architecture for Computer Vision
- SSD: Single Shot MultiBox Detector
- Scene Labeling with LSTM Recurrent Neural Networks
- Attentive Recurrent Comparators
- SSD: Single Shot MultiBox Detector
- Rethinking the Inception Architecture for Computer Vision
- Show, Attend and Tell: Neural Image Caption
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Natural Language Processing & Recurrent Neural Networks
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Articles & Pieces
- The Unreasonable Effectiveness of Recurrent Neural Networks
- Attention and Memory in Deep Learning and NLP
- On word embeddings - Part 1
- LSTM with word2vec embeddings
- Latent Dirichlet Allocation
- Structured Self-Attentive Sentence Embedding
- Extracting Information from Text - Chapter 7
- On word embeddings - Part 1
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Research Papers
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Examples
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Research Papers
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Security
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Articles & Pieces
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Research Papers
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Examples
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Courses general
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Examples
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Articles General
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Examples
- 10 misconceptions about Neural Networks
- The Black Magic of Deep Learning - Tips and Tricks for the practitioner
- Applying deep learning to real-world problems
- Kaggle Ensembling Guide
- Compressing deep neural nets
- 5 Step Life-Cycle for Neural Network Models in Keras
- Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras
- Stateful LSTM in Keras
- Keras plays catch, a single file Reinforcement Learning example
- Building a Music Recommender with Deep Learning
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Research papers general
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Examples
- deeplearning.net research paper reading list
- Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition
- WaveNet: A generative model for raw audio
- One-Shot Imitation Learning
- Deep Networks With Large Output Spaces
- Deep metric learning using Triplet network
- Intriguing properties of neural networks
- How to Parallelize Deep Learning on GPUs Part 1/2: Data Parallelism
- Attention Is All You Need
- A simple neural network module for relational reasoning
- A simple neural network module for relational reasoning
- Distilling the Knowledge in a Neural Network
- Attention Is All You Need
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Datasets
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Examples
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Miscellaneous
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Examples
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Categories
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