Our future is at stake, and it’s a future in which you have an active role to play: after reading this book, you’ll be one of those who develop those AI systems. So let’s tackle these questions: what has deep learning achieved so far? How significant is it? Where are we ...
This chapter is about effective AI as a Service. By this, we mean that we move beyond simple application prototypes to production-grade applications that are capable of serving real users. For this, we need to think not just about how to get the basics working, but also about when things...
[ + "# Visualize your Data with Multidimensional Scaling\n", + "\n", + "In this notebook, we will introduce a multidimensional scaling method to visualize your high-dimension data at a 2-D plane.\n", + "\n", + "The main idea is mapping the distances of high dimensional space ...
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[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "torchtext 0.10.0 requires torch==1.9.0, but you have torch 1.8.1 which is incompatible.\u001...
"may think that the classifier is really good. But this is mostly\n", "because there are few positives (5s) compared to the negatives\n", "(non-5s). In contrast, the **PR curve (see notebook 05)** makes it clear that the classifier\n", "has room for improvement (the curve ...
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[ + "# Visualize your Data with Multidimensional Scaling\n", + "\n", + "In this notebook, we will introduce a multidimensional scaling method to visualize your high-dimension data at a 2-D plane.\n", + "\n", + "The main idea is mapping the distances of high dimensional space t...