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snorkeldepth's Projects

accel-brain-code icon accel-brain-code

The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation networks(GANs), Deep Reinforcement Learning such as Deep Q-Networks, semi-supervised learning, and neural network language model for natural language processing.

ad_examples icon ad_examples

A collection of popular anomaly detection methods (iid/point-based and time series) including active learning for anomaly detection/discovery, description for diversity/explanation/interpretability. With a deeper analysis of incorporating label feedback with ensemble and tree-based detectors. Includes results-plots and illustrations for most approaches covered.

adtk icon adtk

A Python toolkit for rule-based/unsupervised anomaly detection in time series

alibi-detect icon alibi-detect

Algorithms for outlier and adversarial instance detection, concept drift and metrics.

alocc-cvpr2018 icon alocc-cvpr2018

Adversarially Learned One-Class Classifier for Novelty Detection (ALOCC)

alphapose icon alphapose

Real-Time and Accurate Multi-Person Pose Estimation&Tracking System

ano_pred_cvpr2018 icon ano_pred_cvpr2018

Official implementation of Paper Future Frame Prediction for Anomaly Detection -- A New Baseline, CVPR 2018

anogan-keras icon anogan-keras

Unsupervised anomaly detection with generative model, keras implementation

anogan-tf icon anogan-tf

Tensorflow Implementation of AnoGAN (Anomaly GAN)

autoout icon autoout

Automated Outlier Detection and Treatment Tool

avutils icon avutils

DiViMe interface and utilities dealing with audio and video files

boam-code icon boam-code

Code for - Anomaly Detection in Videos using Bag-of-Adapted-Models

bosm-code icon bosm-code

Code for the manuscript - Bag-of-Sequential-Models Based Embeddings for video anomaly detection - Download HMM tool from the website provided

bp-ar-hmm icon bp-ar-hmm

This repository is used to discover and model dynamicl behaviors which are shared among several related time series.

brad icon brad

Convolutional Autoencoders for Anomaly Detection to Reduce Bandwidth in Streaming Video

cameratraps icon cameratraps

Tools for training and running detectors and classifiers for wildlife images collected from motion-triggered cameras.

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