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Deep Learning with PyTorch: A 60 Minute Blitz

@bat67

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What is PyTorch?

@bat67

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Autograd: Automatic Differentiation

@bat67

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Neural Networks

@bat67

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Training a Classifier

@bat67

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Optional: Data Parallelism

@bat67

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Data Loading and Processing Tutorial

@yportne13

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Learning PyTorch with Examples

@bat67

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Transfer Learning Tutorial

@jiangzhonglian

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Deploying a Seq2Seq Model with the Hybrid Frontend

@cangyunye

100%

Saving and Loading Models

@sfyumi

What is <cite>torch.nn</cite> really?

@lhc741

Finetuning Torchvision Models

@ZHHAYO

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Spatial Transformer Networks Tutorial

@PEGASUS1993

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Neural Transfer Using PyTorch

@bdqfork

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Adversarial Example Generation

@cangyunye

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Transfering a Model from PyTorch to Caffe2 and Mobile using ONNX

@PEGASUS1993

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Chatbot Tutorial

@a625687551

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Generating Names with a Character-Level RNN

@hhxx2015

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Classifying Names with a Character-Level RNN

@hhxx2015

100%

Deep Learning for NLP with Pytorch

@BreezeHavana

Introduction to PyTorch

@guobaoyo

100%

Deep Learning with PyTorch

@bdqfork

100%

Word Embeddings: Encoding Lexical Semantics

@sight007

Sequence Models and Long-Short Term Memory Networks

@ETCartman

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Advanced: Making Dynamic Decisions and the Bi-LSTM CRF

@JohnJiangLA

Translation with a Sequence to Sequence Network and Attention

@mengfu188

100%

DCGAN Tutorial

@wangshuai9517

Reinforcement Learning (DQN) Tutorial

@BreezeHavana

Creating Extensions Using numpy and scipy

Custom C++ and CUDA Extensions

@Lotayou

Extending TorchScript with Custom C++ Operators

Writing Distributed Applications with PyTorch

@firdameng

PyTorch 1.0 Distributed Trainer with Amazon AWS

@yportne13

100%

ONNX Live Tutorial

@PEGASUS1993

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Loading a PyTorch Model in C++

@talengu

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Using the PyTorch C++ Frontend

@solerji

100%

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Autograd mechanics

@PEGASUS1993

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Broadcasting semantics

@PEGASUS1993

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CUDA semantics

@jiangzhonglian

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Extending PyTorch

@PEGASUS1993

Frequently Asked Questions

@PEGASUS1993

Multiprocessing best practices

@cvley

Reproducibility

@WyattHuang1

Serialization semantics

Windows FAQ

@PEGASUS1993

torch

torch.Tensor

@hijkzzz

100%

Tensor Attributes

Type Info

@PEGASUS1993

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torch.sparse

torch.cuda

@bdqfork

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torch.Storage

torch.nn

torch.nn.functional

@hijkzzz

torch.nn.init

@GeneZC

torch.optim

@qiaokuoyuan

Automatic differentiation package - torch.autograd

Distributed communication package - torch.distributed

Probability distributions - torch.distributions

Torch Script

Multiprocessing package - torch.multiprocessing

@hijkzzz

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torch.utils.bottleneck

torch.utils.checkpoint

torch.utils.cpp_extension

torch.utils.data

torch.utils.dlpack

torch.hub

torch.utils.model_zoo

torch.onnx

@guobaoyo

100%

Distributed communication package (deprecated) - torch.distributed.deprecated

torchvision Reference

torchvision.datasets

torchvision.models

torchvision.transforms

torchvision.utils

Preface

Getting Started

Apache HBase Configuration

Upgrading

The Apache HBase Shell

Data Model

HBase and Schema Design

RegionServer Sizing Rules of Thumb

HBase and MapReduce

Securing Apache HBase

Architecture

In-memory Compaction

Backup and Restore

Synchronous Replication

Apache HBase APIs

Apache HBase External APIs

Thrift API and Filter Language

HBase and Spark

@TsingJyujing

Apache HBase Coprocessors

Apache HBase Performance Tuning

Troubleshooting and Debugging Apache HBase

Apache HBase Case Studies

Apache HBase Operational Management

Building and Developing Apache HBase

Unit Testing HBase Applications

Protobuf in HBase

Procedure Framework (Pv2): HBASE-12439

AMv2 Description for Devs

ZooKeeper

Community

Appendix