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Bartosz Mikulski
Building trustworthy data pipelines because AI cannot learn from dirty data
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Making your Scrapy spider undetectable by applying basic statistics
How to delay scraper requests to make it look like a human visiting the website
Finding seasonality in time series using autocorrelation plot
How to interpret autocorrelation plot?
My favourite data science podcasts
I was asked for some podcast recommendation, so here is my very short list ;)
A podcast that changed my perspective on exploratory data analysis
How to avoid bad science
How to read a confusion matrix
Predicted labels are in columns, right? Or maybe in rows? Do you remember? ;)
The optimal learning rate during fine-tuning of an artificial neural network
How to set the learning rate after you unfreeze the network layers in fast.ai
F1 score explained
The mathematics behind F1 score.
How to display a progress bar in Jupyter Notebook
Display a progress bar with no additional dependencies, just Python + Jupyter Notebook
Save and restore a Tensorflow model using Keras for continuous model training
How to run fit function multiple time and improve the model?
A comprehensive guide to putting a machine learning model in production using Flask, Docker, and Kubernetes
How to use Docker and Flask to put a Scikit model in production as a microservice.
Query string validation in Fastify
How to validate query parameters using Fastify
Mental models: inversion
Solve the opposite problem to avoid stupidity.
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