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Roberto Carlos Morales-Hernández's Projects

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit), optimizers (adam, radam, adabelief), gans(dcgan, cyclegan, stylegan2), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, etc. 🧠

aspect-document-similarity icon aspect-document-similarity

Implementation, trained models and result data for the paper "Aspect-based Document Similarity for Research Papers" #COLING2020

bertopic icon bertopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

cso-classifier icon cso-classifier

Script that classifies content from scientific papers with the topics of the Computer Science Ontology (CSO).

dmba icon dmba

Utility functions for "Data Mining for Business Analytics: Concepts, Techniques, and Applications in Python"

elsapy icon elsapy

A Python module for use with Elsevier's APIs: Scopus, ScienceDirect, others.

maka icon maka

A set of python classes to retrieve information from the Microsoft Academic Knowledge API

mat2vec icon mat2vec

Supplementary Materials for Tshitoyan et al. "Unsupervised word embeddings capture latent knowledge from materials science literature", Nature (2019).

naivebayesclassifier icon naivebayesclassifier

A py3 code implementation for a 2-class Naive Bayes algorithm with an apriori decision rule using **multinomial** estimation for classes and a gaussian estimation for the attributes.

otmisc-topic-modeling-tool icon otmisc-topic-modeling-tool

We created a topic modeling pipeline to evaluate different topic modeling algorithms, including their performance on short and long text, preprocessed and not preprocessed datasets, and with different embedding models. Finally, we summarized the results and suggested how to choose algorithms based on the task.

practical-nlp-code icon practical-nlp-code

Official Repository for 'Practical Natural Language Processing' by O'Reilly Media

projects icon projects

🪐 End-to-end NLP workflows from prototype to production

pytorchnlpbook icon pytorchnlpbook

Code and data accompanying Natural Language Processing with PyTorch published by O'Reilly Media https://nlproc.info

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