Reading List

All the articles I have yet to read

Machine Learning

• EVALUATING THE SEARCH PHASE OF NEURAL ARCHITECTURE SEARCH https://arxiv.org/pdf/1902.08142.pdf
• Identity Mappings in Deep Residual Networks https://arxiv.org/pdf/1603.05027.pdf
• Very Deep Convolutional Networks for Text Classification https://arxiv.org/pdf/1606.01781.pdf
• Do Convolutional Networks Need to Be Deep for Text Classification? https://aaai.org/ocs/index.php/WS/AAAIW18/paper/viewFile/16578/15542
• https://machinelearningmastery.com/how-to-develop-rnn-models-for-human-activity-recognition-time-series-classification/
• Improved Techniques for Training GANs https://arxiv.org/pdf/1606.03498.pdf
• https://towardsdatascience.com/bert-explained-state-of-the-art-language-model-for-nlp-f8b21a9b6270
• Road Extraction by Deep Residual U-Net https://arxiv.org/pdf/1711.10684.pdf
• https://github.com/nikhilroxtomar/Deep-Residual-Unet/blob/master/Deep%20Residual%20UNet.ipynb
• Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models https://arxiv.org/pdf/1702.03275.pdf
• Learning Data Augmentation Strategies for Object Detection https://arxiv.org/pdf/1906.11172v1.pdf
• Hyperfoods for fighting cancer https://www.nature.com/articles/s41598-019-45349-y#Sec10
• Focal Loss https://arxiv.org/pdf/1708.02002.pdf
• Generalised Wasserstein Dice Score for Imbalanced Multi-class Segmentation using Holistic Convolutional Networks https://arxiv.org/abs/1707.00478
• Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning https://arxiv.org/pdf/1806.11368.pdf
• Boundary Loss for highly unbalanced segmentation https://arxiv.org/pdf/1812.07032.pdf
• Survey on Deep Learning with Class Imbalance https://link.springer.com/content/pdf/10.1186%2Fs40537-019-0192-5.pdf
• Cyclical Learning Rates for Training Neural Networks https://arxiv.org/pdf/1506.01186.pdf
• https://www.researchgate.net/publication/328380573_A_Novel_Focal_Tversky_loss_function_with_improved_Attention_U-Net_for_lesion_segmentation
• https://towardsdatascience.com/review-hypercolumn-instance-segmentation-367180495979
• Fully Convolutional Architectures for Multi-Class Segmentation in Chest Radiographs https://arxiv.org/pdf/1701.08816.pdf
• Handling Unbalanced Data in Deep Image Segmentation http://cs.uccs.edu/~jkalita/work/reu/REU2017/16Small.pdf
• Framing U-Net via Deep Convolutional Framelets: Application to Sparse-view CT https://arxiv.org/pdf/1708.08333.pdf
• Stochastic Weight Averaging https://pechyonkin.me/stochastic-weight-averaging/
• BERT Illustrated http://jalammar.github.io/illustrated-bert/
• https://medium.com/@neurohive/exam-state-of-the-art-method-for-text-classification-75647834299
• Batch Normalization is a Cause of Adversarial Vulnerability https://arxiv.org/pdf/1905.02161.pdf
• https://en.wikipedia.org/wiki/Monte_Carlo_tree_search
• https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/
• https://machinelearningmastery.com/sequence-classification-lstm-recurrent-neural-networks-python-keras/
• Training Big Random Forests with Little Resources https://arxiv.org/pdf/1802.06394.pdf
• EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks https://arxiv.org/pdf/1905.11946.pdf
• Stacked Capsule Autoencoders https://arxiv.org/pdf/1906.06818.pdf
• https://towardsdatascience.com/review-fpn-feature-pyramid-network-object-detection-262fc7482610

Programming

• https://github.com/satwikkansal/wtfpython

Maths

• Aggregating multiple probability intervals to improve calibration http://journal.sjdm.org/14/141223/jdm141223.pdf

Other

• Socialization https://en.wikipedia.org/wiki/Socialization
• Idealism https://en.wikipedia.org/wiki/Idealism
• Ressentiment https://en.wikipedia.org/wiki/Ressentiment
• The Culture https://en.m.wikipedia.org/wiki/The_Culture
• Linguistuic Relativity https://en.m.wikipedia.org/wiki/Linguistic_relativity
• The Authoritarians https://drive.google.com/file/d/0BxxylK6fR81rckQxWi1hVFFRUDg/view
• Hegel https://en.wikipedia.org/wiki/Georg_Wilhelm_Friedrich_Hegel
• Lacan https://en.wikipedia.org/wiki/Jacques_Lacan
• Dialectic https://en.wikipedia.org/wiki/Dialectic
• Victorian Morality https://en.wikipedia.org/wiki/Victorian_morality
• Apostasy in https://en.wikipedia.org/wiki/Apostasy_in_Islam
• Criticism of the Quran https://en.wikipedia.org/wiki/Criticism_of_the_Quran
• Zizek https://www.iep.utm.edu/zizek/
• US Foreign Policy https://en.wikipedia.org/wiki/Foreign_policy_of_the_United_States
• https://en.wikipedia.org/wiki/Socialism_with_Chinese_characteristics