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holytemple's Projects

deep_rl icon deep_rl

PyTorch implementations of Deep Reinforcement Learning algorithms (DQN, DDQN, A2C, VPG, TRPO, PPO, DDPG, TD3, SAC, ASAC, TAC, ATAC)

intrusion-detection-system icon intrusion-detection-system

I have tried some of the machine learning and deep learning algorithm for IDS 2017 dataset. The link for the dataset is here: http://www.unb.ca/cic/datasets/ids-2017.html. By keeping Monday as the training set and rest of the csv files as testing set, I tried one class SVM and deep CNN model to check how it works. Here the Monday dataset contains only normal data and rest of the days contains both normal and attacked data. Also, from the same university (UNB) for the Tor and Non Tor dataset, I tried K-means clustering and Stacked LSTM models in order to check the classification of multiple labels.

kuthesis icon kuthesis

고려대학교 석·박사학위 논문 TeX 템플릿

minimalrl icon minimalrl

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

ppo-keras icon ppo-keras

My implementation of the Proximal Policy Optisation algorithm using Keras as a backend

reinforcementlearningatoz icon reinforcementlearningatoz

The official code repository of Fastcampus <Reinforcement Learning A-Z> (패스트 캠퍼스 강화학습 A-Z)

rlfrombasics icon rlfrombasics

provides all the codes from the book "RLBook(titles will be changed later)"

softlearning icon softlearning

Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

stable-baselines icon stable-baselines

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

td3 icon td3

Author's PyTorch implementation of TD3 for OpenAI gym tasks

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