https://youtu.be/W4imB80ypyk?si=3UZF_nWlpr2k2uVN https://youtu.be/W4imB80ypyk?si=wOyXfdCzfoRlOlsb&t=2396 https://en.wikipedia.org/wiki/Natural_language_processing https://en.wikipedia.org/wiki/Template:Natural_language_processing https://stackoverflow.com/questions/47125723/keras-lstm-for-text-generation-keeps-repeating-a-line-or-a-sequence https://medium.com/@fangkuoyu/a-simple-analysis-of-the-repetition-problem-in-text-generation-c4eb696eb543 https://cset.georgetown.edu/article/the-surprising-power-of-next-word-prediction-large-language-models-explained-part-1/ https://stackoverflow.com/questions/52695534/randomness-of-lstm-model https://stackoverflow.com/questions/46119435/keras-lstm-why-different-results-with-same-model-same-weights https://datascience.stackexchange.com/questions/39596/why-does-my-lstm-perform-better-when-randomizing-training-subset-vs-standard-ba https://stackoverflow.com/questions/51239455/caffe-cnn-training-process-falls-into-a-loop https://keras.io/api/models/model_training_apis/ https://github.com/christianversloot/machine-learning-articles/blob/main/how-to-predict-new-samples-with-your-keras-model.md https://en.wikipedia.org/wiki/Long_short-term_memory https://www.youtube.com/watch?v=5dMXyiWddYs&ab_channel=MATLAB https://en.wikipedia.org/wiki/Loss_function https://en.wikipedia.org/wiki/Loss_functions_for_classification https://www.google.com/search?client=firefox-b-d&q=learning+rate+wiki https://www.google.com/search?client=firefox-b-d&q=fitting+a+model+wiki https://stats.stackexchange.com/questions/153531/what-is-batch-size-in-neural-network https://www.google.com/search?client=firefox-b-d&q=epochs+machine+learning+wiki https://www.google.com/search?client=firefox-b-d&q=epochs+artificial+intelligence+stackexchnage https://www.google.com/search?client=firefox-b-d&q=fitting+model+shuffle https://stackoverflow.com/questions/50184144/shuffle-in-the-model-fit-of-keras https://datascience.stackexchange.com/questions/67495/will-keras-fit-function-automatically-shuffles-the-input-dataset-by-default https://community.deeplearning.ai/t/lesson-learned-model-fit-shuffle-true/43083 https://forums.fast.ai/t/for-keras-fit-method-does-shuffle-true-shuffle-both-the-training-and-validation-samples-or-just-the-training-dataset/2992 https://discuss.huggingface.co/t/how-to-ensure-the-dataset-is-shuffled-for-each-epoch-using-trainer-and-datasets/4212 https://discuss.pytorch.org/t/dataloader-parameter-shuffle-affects-model-accuracy/123887 https://keras.io/api/metrics/accuracy_metrics/ https://keras.io/api/models/model/ https://www.tensorflow.org/api_docs/python/tf/keras/models/load_model https://www.tensorflow.org/api_docs/python/tf/keras/layers/LSTM https://www.tensorflow.org/api_docs/python/tf/keras/layers/Dense https://www.tensorflow.org/api_docs/python/tf/keras/activations https://www.google.com/search?client=firefox-b-d&q=keras.optimizers+RMSprop https://youtu.be/yXOMHOpbon8?si=m1LcZ0lPx5j1S3ZP https://pypdf.readthedocs.io/en/stable/ https://en.wikipedia.org/wiki/Natural_Language_Toolkit https://www.nltk.org/ regular expression https://en.wikipedia.org/wiki/Regular_expression https://www.cs.princeton.edu/courses/archive/spr09/cos333/beautiful.html https://pubs.opengroup.org/onlinepubs/9699919799/basedefs/V1_chap09.html pdf tut https://youtu.be/OdIHUdQ1-eQ?si=NQNozYHF_bGwsrD7 git init git add . git commit -m "first commit" ... ... git remote add origin git push -u origin main https://stackoverflow.com/questions/18867824/what-does-the-u-flag-mean-in-git-push-u-origin-master https://docs.github.com/en/migrations/importing-source-code/using-the-command-line-to-import-source-code/adding-locally-hosted-code-to-github how to change the branch name? export requirements file https://github.com/Johncarlodeveloper/YouTube-Watch-History-Data-to-CSV/blob/main/requirements.txt pdf question https://stackoverflow.com/questions/59894592/how-to-read-simple-text-from-a-pdf-file-with-python https://stackoverflow.com/questions/53936472/best-practice-to-read-pdf-into-python https://stackoverflow.com/questions/32667398/best-tool-for-text-extraction-from-pdf-in-python-3-4 https://stackoverflow.com/questions/59130672/how-to-scrape-pdfs-using-python-specific-content-only https://stackoverflow.com/questions/34837707/how-to-extract-text-from-a-pdf-file https://www.reddit.com/r/MachineLearning/comments/191uyuq/d_choosing_a_pdf_processing_package_in_python/ torch https://youtu.be/ORMx45xqWkA?si=omIziTXKNQNn7oYi tokenizer https://github.com/nltk/nltk/blob/develop/nltk/tokenize/treebank.py -----Documentation----- https://stackoverflow.com/a/34212785/21619370 pip install scikit-learn https://developers.google.com/machine-learning/crash-course/ regular expression python https://docs.python.org/3/library/re.html#regular-expression-objects https://www.ycombinator.com/ sql https://youtu.be/7cIG41gjHB4?si=EKK0o30W11V7ycoP