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-focal_loss

Algorithm Engineer Toolbox, for the purpose of quickly iterating new ideas

a-deep-learning-approach-to-network-intrusion-detection

a-novel-svm-knn-pso-ensemble-method-for-intrusion-detection

SVM, KNN, PSO, Machine learning

adafnn

[ICML 2021] Deep Learning for Functional Data Analysis with Adaptive Basis Layers

adversarialnetspapers

Awesome paper list with code about generative adversarial nets

ae-ids

Network Intrusion Detection System(Abnormal Detection)

aida

aida-1

ann

一个简单的神经网络模型，包含了神经网络各种基本的功能。主要参考吴恩达的cs231n课程

annotated_deep_learning_paper_implementations

🧑‍🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

autox

AutoX is an efficient automl tool, which is mainly aimed at data mining tasks with tabular data.

catagorical-focal-loss

Focal Loss implementation for multi class classification problem.

claire

classification-on-imbalanced-data

数据极度不均衡时的一个二分类实现，在weighted class，oversampling，focal loss等解决方式上进行了验证和对比；并对focal loss进行了调参

cnn-and-intrusion-detection-problem

How to solve this problem(overfitting):Accuracy of training is high but accuracy of testing is very low

conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

dagmm

My attempt at reproducing the paper Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

dcgan-tensorflow

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

deeplearningbook-chinese

Deep Learning Book Chinese Translation

desktop

dimensionality_reduction_alo_codes

特征提取/数据降维:PCA、LDA、MDS、LLE、TSNE等降维算法的python实现

dnn_ensemble_ids

DNN-Ensemble IDS is a machine learning based classification model for intrusion detection exploiting ensembles of classifiers.

eat_tensorflow2_in_30_days

Tensorflow2.0 🍎🍊 is delicious, just eat it! 😋😋

focal-loss

The code is tensorflow implement for focal loss for Dense Object Detection. https://arxiv.org/abs/1708.02002

focal-loss-keras

Focal Loss implementation in Keras

focal_loss_turtorial

代码理解FocalLoss实现以及理论理解

gcn

Implementation of Graph Convolutional Networks in TensorFlow

intrusion-ae

keras-convautoencoder

Keras autoencoders (convolutional/fcc) [proof of concept]

keras-gan

Keras implementations of Generative Adversarial Networks.