Baidu Research brings together international analysis talent to work on AI applied sciences in areas similar to picture recognition, speech recognition, high efficiency computing, pure language processing and deep learning. Baidu Research includes 4 labs: the Silicon Valley AI Lab, the Institute of Deep Learning, the Big Data Lab and the Augmented Reality Lab.
Learn about synthetic neural networks and how they’re being used for machine studying, as utilized to speech and object recognition, image segmentation, modeling language and human movement, and so on. We’ll emphasize both the fundamental algorithms and the practical methods needed to get them to work effectively. Free and paid choices can be found.
The course supplies a thorough introduction to reducing-edge research in deep learning applied to NLP. On the mannequin facet we will cowl word vector representations, window-based mostly neural networks, recurrent neural networks, long-short-time period-reminiscence models, recursive neural networks, convolutional neural networks as well as some current fashions involving a reminiscence component. Through lectures (notice: Winter 2017 videos now posted) and programming assignments students will study the mandatory engineering tips for making neural networks work on sensible problems. Free.
We do see some confusion in the phrasing of the field as deep studying”. In his 2014 paper titled Deep Learning in Neural Networks: An Overview ” he does comment on the problematic naming of the sector and the differentiation of deep from shallow studying. He additionally curiously describes depth in terms of the complexity of the issue relatively than the model used to resolve the issue.
The closing challenge and a few tutorials will contain some GPU implementation. For these registered college students who should not have the useful resource, we suggest utilizing Amazon EC2 service, which provides a GPU-geared up server setting. Details shall be lined on the tutorial. At the top of this course, we are going to cowl a few of your value with the invoices. The maximum amount we will reimburse to you is 20 USD/individual.