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15 minute read
Let’s talk about something that cannot but excite your imagination - let’s talk about key breakthroughs that have occurred in speech recognition thanks to transformers.
15 minute read
Surprisingly, it is extremely difficult to find a good overview of all the methods of model calibration - a process as a result of which the “black boxes” not only qualitatively solve the classification problem, but also correctly assess their confidence in the answer given.
18 minute read
The log loss function is also commonly called logistic loss or cross-entropy loss (or simply cross entropy), and is often used in classification problems. Let's figure out why it is used and what meaning it has. To fully understand this post, you need a good ML and math background, yet I would still recommend ML beginners to read it (even though the material in this post wasn’t written in a step-by-step format).