A course on reinforcement learning in the wild. Taught on-campus at HSE and YSDA and maintained to be friendly to online students (both english and russian). The syllabus is approximate: the lectures may occur in a slightly different order and some topics may end up taking two weeks.
reinforcement-learning course-materials deep-learning deep-reinforcement-learning git-course mooc theano lasagne tensorflow pytorch pytorch-tutorials kerasPyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation
pytorch pytorch-tutorials pytorch-tutorials-cn deep-learning neural-style charrnn gan caption neuraltalk image-classification visdom tensorboard nn tensor autograd jupyter-notebookA comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
pytorch machine-learning deep-learning tutorials papers awesome awesome-list pytorch-tutorials data-science nlp nlp-library cv computer-vision natural-language-processing facebook probabilistic-programming utility-library neural-network pytorch-modelTel-Aviv Deep Learning Bootcamp is an intensive (and free!) 5-day program intended to teach you all about deep learning. It is nonprofit focused on advancing data science education and fostering entrepreneurship. The Bootcamp is a prominent venue for graduate students, researchers, and data science professionals. It offers a chance to study the essential and innovative aspects of deep learning. Participation is via a donation to the A.L.S ASSOCIATION for promoting research of the Amyotrophic Lateral Sclerosis (ALS) disease.
gpu nvidia docker-image machine-learning deep-learning data-science cuda-kernels kaggle-competition cuda pytorch pytorch-tutorials pytorch-tutorial bootcamp meetup kaggle kaggle-scripts pycudaPart I: Intuition. Part II: How Capsules Work.
pytorch pytorch-tutorials easy-to-use clean-code capsule-networkSee also the upcoming webinar (10 Oct 2018), in which we walk trough the code.
keras pytorch keras-tutorials pytorch-tutorials alien predator keras-neural-networks keras-models keras-classification-models pytorch-tutorial pytorch-cnn pytorch-implementationPytorch implementation of contractive autoencoder on MNIST dataset. Rifai, Salah, et al. “Contractive auto-encoders: Explicit invariance during feature extraction.” Proceedings of the 28th international conference on machine learning (ICML-11). 2011.
autoencoders deep-learning deep-neural-networks pytorch pytorch-tutorials
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