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The Illustrated Word2vec
In this post, we’ll go over the concept of embedding, and the mechanics of generating embeddings with word2vec.
word-embeddings embeddings word2vec video
A Visual Intro to NumPy and Data Representation
Ways to use NumPy and how it can represent different types of data (tables, images, text…etc).
numpy illustrated tutorial article
A Visual Guide to Using BERT for the First Time
Tutorial for how to use a variant of BERT to classify sentences.
bert attention transformers sentiment-analysis
On Word Embeddings
This post presents the most well-known models for learning word embeddings based on language modeling.
word-embeddings embeddings natural-language-processing article
Word Embeddings
This tutorial introduces word embeddings. It contains complete code to train word embeddings from scratch on a small dataset.
word-embeddings embeddings tensorflow natural-language-processing
Keras Tuner
A hyperparameter tuner for Keras, specifically for tf.keras with TensorFlow 2.0.
hyperparameter-optimization hyperparameter-tuner keras tensorflow
Interpretable Machine Learning
A guide for making black box models explainable.
lime shapely shap interpretability
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