Collaborating Authors

Deploy your Custom AI Models on Azure Machine Learning Service


Before I begin, let me tell you that this post is part of the Microsoft Student Partners Developer Stories initiative, and is based on the AI and ML Track. We will be exploring various Azure services - Azure Notebooks, Machine Learning Service, Container Instances and Container Registry. This post is beginner-friendly and can be used by anyone to deploy their machine learning models to Azure in a Standard format. Even high school kids are creating Machine Learning models these days, using popular machine learning frameworks like Keras, PyTorch, Caffe, etc. The model format created in one framework slightly differs with the model format created in the other.

Transformation-based Learning in Document Format Processing

AAAI Conferences

This work presents a set-based formal model of ambiguity, tagging and the transformationbased learning paradigm. We apply the model to the automatic learning of document format generation and recognition on multiple levels of structural semantics. This supports general applicability of the model and results in a novel linear time document format processor. Introduction Tags are labels that can represent semantics in a markup language or system. The trend in electronic authoring is to use markup languages that describe content rather than form. Content tags describe the structural semantics of a document whereas form tags describe.document

Python String Format Cookbook


Every time I use Python's string format, version 2.7 and up, I get it wrong and for the life of me I can't figure out their documentation, I was quite familiar with the older % method. I started this string format cookbook as a quick reference for myself when wanting format numbers or anything. Thanks to other contributors I've learned and expanded the examples over time. The following table shows various ways to format numbers using Python's str.format(), including examples for both float formatting and integer formatting. To run examples use print("FORMAT".format(NUMBER));

The 5 best programming languages for AI development


AI (artificial intelligence) opens up a world of possibilities for application developers. By taking advantage of machine learning or deep learning, you could produce far better user profiles, personalization, and recommendations, or incorporate smarter search, a voice interface, or intelligent assistance, or improve your app any number of other ways. You could even build applications that see, hear, and react. Which programming language should you learn to plumb the depths of AI? You'll want a language with many good machine learning and deep learning libraries, of course. It should also feature good runtime performance, good tools support, a large community of programmers, and a healthy ecosystem of supporting packages.