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phishing-websites-classification-using-deep-learning icon phishing-websites-classification-using-deep-learning

A detailed comparison of performance scores achieved by Machine Learning and Deep Learning algorithms on 3 different Phishing datasets. 3 different feature selection and 2 different dimensionality reduction techniques are used for comparison.

phishing_attack_detection_with_naturallanguageprocessing icon phishing_attack_detection_with_naturallanguageprocessing

Phishing websites are fraudulent sites that impersonate a trusted party to gain access to sensitive information of an individual person or organization. Traditionally, phishing website detection is done through the usage of blacklist databases. However, due to the current, rapid development of global networking and communication technologies, there are numerous websites and it has become difficult to classify based on traditional methods since new websites are created every second. In this paper, we are proposing a real-time, anti-phishing system. In the first step, we extract the lexical and host-based properties of a website. In the second step, we combine URL (Uniform Resource Locator) features, NLP and host-based properties to train the machine learning and deep learning models. Our detection model is able to detect phishing URLs with a detection rate of 94.89%.

phpsploit icon phpsploit

Full-featured C2 framework which silently persists on webserver with a single-line PHP backdoor

rnn-spam-detection-lstm icon rnn-spam-detection-lstm

Here I show with a Recurrent Neural Network (RNN) model how fast and uncomplicated a model can be calculated that can distinguish spam from non-spam

rnn_darts_fastai icon rnn_darts_fastai

Implement Differentiable Architecture Search (DARTS) for RNN with fastai

sherpa icon sherpa

Hyperparameter optimization that enables researchers to experiment, visualize, and scale quickly.

social-engineer-toolkit icon social-engineer-toolkit

The Social-Engineer Toolkit (SET) repository from TrustedSec - All new versions of SET will be deployed here.

streamingphish icon streamingphish

Python-based utility that uses supervised machine learning to detect phishing domains from the Certificate Transparency log network.

time-series-forecasting-of-amazon-stock-prices-using-neural-networks-lstm-and-gan- icon time-series-forecasting-of-amazon-stock-prices-using-neural-networks-lstm-and-gan-

Project analyzes Amazon Stock data using Python. Feature Extraction is performed and ARIMA and Fourier series models are made. LSTM is used with multiple features to predict stock prices and then sentimental analysis is performed using news and reddit sentiments. GANs are used to predict stock data too where Amazon data is taken from an API as Generator and CNNs are used as discriminator.

tinynuke-1 icon tinynuke-1

Botnet system from deep-web Russians forums. Tiny Nuke!

trajectory_mcl icon trajectory_mcl

Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement Learning (NeurIPS 2020)

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