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Alex Lin's Projects

ab-trap icon ab-trap

This is a five-step framework for the development of intrusion detection systems (IDS) using machine learning (ML) considering model realization, and performance evaluation.

adversarial icon adversarial

Code and hyperparameters for the paper "Generative Adversarial Networks"

allennlp icon allennlp

An open-source NLP research library, built on PyTorch.

ap-gcn icon ap-gcn

Adaptive Propagation Graph Convolutional Network

cleverhans icon cleverhans

An adversarial example library for constructing attacks, building defenses, and benchmarking both

cnn-exercise icon cnn-exercise

Convolutional Neural Network exercise code and supporting documents.

code icon code

Compilation of R and Python programming codes on the Data Professor YouTube channel.

crime-prediction icon crime-prediction

CS281 Final Project to develop a new ML Model for predicting incidents of crime.

cropyield icon cropyield

Creates a data pipeline from the Famine Land Data Assimilation DataSet (FLDAS) to seed model terrain and assess the potential crop yield for a variety of crops.

cyber-attack-attribution-with-machine-learning icon cyber-attack-attribution-with-machine-learning

Cyber attack attribution is the process of attempting to trace back a piece of code or malware to a perpetrator of a cyberattack. As cyber attacks have become more prevalent, cyber attack attribution becomes more valuable. The process of cyber attack attribution can be done using reverse engineering. From the metadata of the malware executable file, we can gather data such as date of creation, variable names used, and what library calls are imported. This information can be used as features for attribution analysis. We need to extract the features from malware that can be used for attribution and analyse them using some technique to attribute the attacks.

data icon data

Data Sets for Machine Learning Practice

discogan icon discogan

Official implementation of "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks"

discogan-pytorch icon discogan-pytorch

PyTorch implementation of "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks"

es-acled icon es-acled

Elastic search index for the Armed Conflict Location and Event Data Project (ACLED) from Asia and Africa in the same Elastic Search index.

es-gtd icon es-gtd

The Global Terrorism Database (GTD) is an open-source database including information on terrorist events around the world from 1970 through 2016 (with annual updates planned for the future).

fortified-networks icon fortified-networks

Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

gcn icon gcn

Implementation of Graph Convolutional Networks in TensorFlow

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