Top2Vec learns jointly embedded topic, document and word vectors.
topic-modeling document-embeddings word-embeddings embeddings
Object tracking in 75 lines of code
Object tracking is straightforward conceptually. And if you have a good detector, simple methods can be pretty effective.
object-tracking pytorch computer-vision article
Lda2vec: Tools for interpreting natural language
The lda2vec model tries to mix the best parts of word2vec and LDA into a single framework.
topic-modeling latent-dirichlet-allocation word2vec embeddings
Why You Should Do NLP Beyond English
7000+ languages are spoken around the world but NLP research has mostly focused on English. This post outlines why you should work on languages other than ...
natural-language-processing languages non-english article
Training CNN with Mixed Precision in PyTorch 1.6
Simple Example on MNIST dataset illustrating Mixed Precision Training.
deep-learning pytorch code tutorial
How to Set Up a HTML App with FastAPI, Jinja, Forms & Templates
I couldn’t find any guides on how to serve HTML with FastAPI. Thus, I wrote this simple article to plug the hole on the internet.
fastapi html templates jinja
Attention based YOLO: Object Detection
An easy to follow, YOLO implementation with keras lib. Used a attention based architecture to extract more fine grained information about object.
object-detection yolo attention computer-vision
A Python framework for Automated Machine Learning (AutoML), hyperparameter tunning and program synthesis in general.
automl python machine-learning code
Experimental Exploratory Data Analysis for a Classification Task
Expand the traditional EDA in a wider pipeline looking for the impact of each action into the behaviour of models. Exploratory Data & Models Analysis
exploratory-data-analysis classification machine-learning logistic-regression
NumExpr: Fast numerical expression evaluator for NumPy
Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.
numpy pandas numexpr tutorial
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