Sit Dog, Sit. Introduction to Reinforcement Learning with Azure Personalizer
In this session, I will introduce to you the basics of Reinforcement Learning. I will share with you some of the practical use cases and applications of Reinforcement Learning, including some of the ones that we have implemented in our organization. You will build your foundations with some simple classical algorithms that will set the stage for the concepts used in Azure Personalizer. We will end the session with some simple code based examples to get you started.
Zero to Hero, Deploy state of the art computer vision applications on Azure Functions
In this session, we will learn more about the Custom Vision service and Azure Functions. We will then train a state of the art custom vision model. We will deploy the model using Azure Functions. In this session, you will learn about the tips and tricks to convert the custom vision model into something that you can deploy.
Natural Language Processing with Azure Machine Learning
2018 has been the watershed year for NLP. The world of NLP has seen headline breaking news with the papers that introduce Bidirectional Encoder Representations from Transformers (BERT), Embeddings from Language Models (ELMo), Universal Language Model Fine-tuning (ULMFiT), and the OpenAI Transformer.
In this session we will spend some time to understand the BERT mode. We will also work with a Kaggle dataset and learn how to use BERT to get state of the art results on the leaderboard. We will use that to deepen the understanding with language models which you should be able to apply to a variety of tasks.
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