cluster:

Using SSH Keys to Support Multi-node Compute Tools & Scripts

https://docs.oracle.com/cd/E19356-01/820-3176-10/ExecutingBatchPrograms.html

https://www.asus.com/us/support/FAQ/1040803/

perceptrons:

https://towardsdatascience.com/mcculloch-pitts-model-5fdf65ac5dd1

https://towardsdatascience.com/perceptron-the-artificial-neuron-4d8c70d5cc8d

https://news.cornell.edu/stories/2019/09/professors-perceptron-paved-way-ai-60-years-too-soon

http://sisne.org/Disciplinas/PosGrad/PsicoConex/aula4.pdf

https://en.wikipedia.org/wiki/Pandemonium_architecture

https://cienciasecognicao.org/neuroemdebate/arquivos/4592

http://sisne.org/Disciplinas/PosGrad/PsicoConex/aula5.pdf

https://towardsdatascience.com/perceptron-learning-algorithm-d5db0deab975

Capítulo 7 – O Perceptron – Parte 2

Seq2seq: https://towardsdatascience.com/seq2seq-modelling-for-english-to-french-translations-f6e4aa7aa02c

https://towardsdatascience.com/understanding-neural-machine-translation-encoder-decoder-architecture-80f205643ba4

https://medium.com/analytics-vidhya/machine-translation-encoder-decoder-model-7e4867377161

https://towardsdatascience.com/how-to-build-an-encoder-decoder-translation-model-using-lstm-with-python-and-keras-a31e9d864b9b

https://www.pluralsight.com/guides/encoders-and-decoders-for-neural-machine-translation

https://www.pluralsight.com/guides/nmt:-encoder-and-decoder-with-keras

Tf.data entre outros:

https://www.kaggle.com/code/jalammar/intro-to-data-input-pipelines-with-tf-data/notebook

https://stackoverflow.com/questions/71211053/what-tensorflows-flat-map-window-batch-does-to-a-dataset-array

https://stackoverflow.com/questions/55429307/how-to-use-windows-created-by-the-dataset-window-method-in-tensorflow-2-0

Diferença entre listas e arrays no python:

Shape, reshape and Panda dataframe/series:

https://towardsdatascience.com/get-into-shape-14637fe1cd32

Sliding window:

https://favtutor.com/blogs/sliding-window-algorithm

https://medium.com/geekculture/implement-a-sliding-window-using-python-31d1481842a7

Batch size:

https://stats.stackexchange.com/questions/153531/what-is-batch-size-in-neural-network

https://stats.stackexchange.com/questions/164876/what-is-the-trade-off-between-batch-size-and-number-of-iterations-to-train-a-neu

https://ai.stackexchange.com/questions/18353/what-is-the-purpose-of-the-batch-size-in-neural-networks

Função iloc:

https://medium.com/horadecodar/data-science-tips-02-como-usar-loc-e-iloc-no-pandas-fab58e214d87

Python iloc() function – All you need to know!

Erro do python:

1. Desinstalar numpy (havia erro de METADATA): sudo apt-get remove python-numpy e sudo pip uninstall numpy e cd /home/robson/.local/lib/python3.9/site-packages e  rm -rf numpy*
2. Reinstalar tudo… pip install –user –upgrade numpy e
   pip install –user –upgrade numba e pip install –user –upgrade scipy
3. Instalar deepchem: pip install –user deepchem

Ver, por exemplo: https://stackoverflow.com/questions/51617284/could-not-install-packages-due-to-an-environmenterror-errno-2 ou https://stackoverflow.com/questions/64150099/cannot-pip-udate-numpy ou https://stackoverflow.com/questions/50457676/cannot-uninstall-numpy

ML:

https://medium.com/mlearning-ai/convert-texts-into-tensors-for-deep-learning-74b0cf48d416

https://towardsdatascience.com/how-to-tokenize-and-pad-sequences-in-tensorflow-fcbbf2e8b3b5

https://towardsdatascience.com/introduction-to-word-embeddings-4cf857b12edc

http://hunterheidenreich.com/blog/nlp-count-vectorization/

http://hunterheidenreich.com/blog/understanding-keras-dense-layers/

http://hunterheidenreich.com/blog/breaking_down_ml_for_the_average_person/

colah.github.io/posts/2015-08-Understanding-LSTMs/

https://jithinjk.github.io/blog/disciplined_nn_approach.md.html

https://ai.googleblog.com/2018/03/using-evolutionary-automl-to-discover.html

Computational Chemistry I: https://www.cup.uni-muenchen.de/oc/zipse/teaching/computational-chemistry-1/topics/