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Career Coaching for Data Professionals
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Bartosz Mikulski
Building trustworthy data pipelines because AI cannot learn from dirty data
All Stories
How to interpret ROC curve and AUC metrics
In my opinion, AUC is a metric that is both easy to use and easy to misuse. Do you want to know why? Keep reading ;)
How to display mathematical equations in Jupyter Notebook
LaTeX support in Jupyter Notebook
Apriori algorithm explained
How to change plot size in Jupyter Notebook
Pyplot parameter that configures the chart size
Looking for structure in data — Andrews curves plot explained
How to read Andrews curves chart
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.
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