GIT repositories, category: machine learning modelling
ml-cs335
Machine-learning mini-course: numpy examples for beginner-level
#machine learning modellingpretrained word embeddings (by Keras)
This script loads pre-trained word embeddings (GloVe embeddings) into a frozen Keras Embedding layer, and uses it to train a text classification model on the 20 Newsgroup dataset
#nlp #text processing #kerasSkip-gram-with-NS.ipynb
Skip-gram with negative sampling
#text processing #machine learning modellingcounsel-chat (counsel_chat.ipynb)
This repository holds the code for working with data from counselchat.com. The scarped data are from individiuals seeking assistance from licensed therapists and their associated responses.
#llm #nlp #text processingLSTM stateful (by Keras)
Example demonstrate how to use a stateful LSTM model, stateful vs stateless LSTM performance comparison
#text processing #machine learning modelling #neural networkKeras-GAN
Keras implementations of Generative Adversarial Networks.
#machine learning modelling #neural networkmml-book
Mathematics For Machine Learning. [Marc Peter Deisenroth, A Aldo Faisal, and Cheng Soon Ong]. To be published by Cambridge University Press. 🏆❇️✴️✨🎯
#machine learning modellingmulti-label-text-classification
Holds code for collecting data from arXiv to build a multi-label text classification dataset and a simpler classifier on top of that.
#text processing #machine learning modellinggpt2-from-scratch
How to create GPT-2, a powerful language model developed by OpenAI from scratch that can generate human-like text by predicting the next word in a sequence.
#llm #machine learning modelling #gptunstructured-text-modelling
Text Analytics (Unsupervised Clustering) and Neural Network Modelling
#text processing #machine learning modelling #neural networkLSTM text generation (by Keras)
Example script to generate text from Nietzsche's writings.
#nlp #text processing #machine learning modellingLSTM-based network on bAbI-dataset (by Keras)
Recurrent neural networks for modeling Facebook’s bAbi dataset, “a mixture of 20 tasks for testing text understanding and reasoning”
#keras #machine learning modelling #neural networkbAbI mem-NN (by Keras)
End-to-End memory network on bAbI-dataset (reading comprehension Question-Answering).
#keras #machine learning modelling #neural networkminiGPT
Minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer), both training and inference
#llm #nlp #text processing