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adversarial-robustness-toolbox icon adversarial-robustness-toolbox

This is a library dedicated to adversarial machine learning. Its purpose is to allow rapid crafting and analysis of attacks and defense methods for machine learning models. The Adversarial Robustness Toolbox provides an implementation for many state-of-the-art methods for attacking and defending classifiers. https://developer.ibm.com/code/open/projects/adversarial-robustness-toolbox/

analysis-of-political-sentiments-on-twitter-using-deep-learning icon analysis-of-political-sentiments-on-twitter-using-deep-learning

Aim was to develop a machine learning model which can analyze sentiments on twitter and to predict the winner of Lok Sabha Elections 2019. Web scraping was used for comments and then applied feature extraction, TF-IDF, Word2Vec, ANN and LSTM to improve the accuracy of model. Softmax function was used for multiclass classification. Learning curve was used to select the epochs and batch size in ANN and LSTM. Word cloud was made to select the most important features in the dataset. Random forest classification was selected as the best classifier with the help of PR curve by using micro average for average precision and recall.

article-resources icon article-resources

A repository for the source code, notebooks, data, files, and other assets used in the data science and machine learning articles on LearnDataSci

awesome-dataviz icon awesome-dataviz

:chart_with_upwards_trend: A curated list of awesome data visualization libraries and resources.

awesome-spark icon awesome-spark

A curated list of awesome Apache Spark packages and resources.

babi-tasks icon babi-tasks

Task generation for testing text understanding and reasoning

bi-att-flow icon bi-att-flow

Bi-directional Attention Flow (BiDAF) network is a multi-stage hierarchical process that represents context at different levels of granularity and uses a bi-directional attention flow mechanism to achieve a query-aware context representation without early summarization.

bluebert icon bluebert

BlueBERT, pre-trained on PubMed abstracts and clinical notes (MIMIC-III).

bokeh icon bokeh

Interactive Web Plotting for Python

bone-age icon bone-age

Docker and Singularity containers to predict bone age from radiographs (demo)

braindecode icon braindecode

Deep learning software to decode EEG or MEG signals

chainer icon chainer

A flexible framework of neural networks for deep learning

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