PyTorch Tutorial Willie Chang Pranay Manocha Installing PyTorch • ???????????? On your own computer • Anaconda/Miniconda: conda install pytorch -c pytorch • Others via pip: pip3 install torch • ??

Keras i Keras ii About the Tutorial Keras is an open source deep learning framework for python. It has been developed by an artificial intelligence researcher Leading organizations like Google, Square, Netflix, Huawei and Uber are currently using Keras. This tutorial walks through the installation of Keras, basics of deep learning, Keras models, Keras layers, applications. Audience This tutorial is prepared for professionals who are aspiring to make a career in the field of deep learning and neural network framework. This tutorial is intended to make you comfortable

AWS Lambda i About the Tutorial AWS Lambda is a service which computes the code without any server. It is said to be serverless Audience This tutorial is designed for software programmers who want to learn the basics of AWS Lambda and its programming concepts in simple and easy way. This tutorial will give you enough with AWS Lambda, you need a login in AWS. The details on how to get free login is discussed in tutorial. AWS Lambda supports languages like NodeJS, Java, Python, C# and Go. If you are novice to any of

Machine Learning Pytorch Tutorial TA : 曾元（Yuan Tseng） 2022.02.18 Outline ● Background: Prerequisites & What is Pytorch? ● Training & Testing Neural Networks in Pytorch ● Dataset & Dataloader ● Tensors implementations of recent deep learning papers ○ ... References ● Machine Learning 2021 Spring Pytorch Tutorial ● Official Pytorch Tutorials ● https://numpy.org/ Any questions?

Be aware of the following important issues before you try to install a macOS guest: • macOS is commercial, licensed software and contains both license and technical restrictions that limit its use to certain some legacy Intel and AMD CPUs. CAUTION: Do not run other hypervisors, either open source or commercial virtualization products, together with Oracle VirtualBox. While several hypervisors can normally Suite 330, Boston, MA 02111-1307 USA Also add information on how to contact you by electronic and paper mail. You should also get your employer (if you work as a programmer) or your school, if any, to

of a number of important issues before attempting to install a Mac OS X guest: 1. Mac OS X is commercial, licensed software and contains both license and technical re- strictions that limit its use to older Intel Celeron and AMD Opteron CPUs.) Warning: Do not run other hypervisors (open-source or commercial virtualization products) together with VirtualBox! While several hypervisors can normally be installed video mode selection loss on VM reboot (#10983) • Parallel: fixed parallel port printing failure/ paper queue empty error (Windows hosts only) • NAT: fixed crash on alias-less DNS responses when host-resolver

of a number of important issues before attempting to install a Mac OS X guest: 1. Mac OS X is commercial, licensed software and contains both license and technical re- strictions that limit its use to older Intel Celeron and AMD Opteron CPUs.) Warning: Do not run other hypervisors (open-source or commercial virtualization products) together with VirtualBox! While several hypervisors can normally be installed video mode selection loss on VM reboot (#10983) • Parallel: fixed parallel port printing failure/ paper queue empty error (Windows hosts only; bug #2226) • NAT: fixed crash on alias-less DNS responses

of a number of important issues before attempting to install a Mac OS X guest: 1. Mac OS X is commercial, licensed software and contains both license and technical re- strictions that limit its use to older Intel Celeron and AMD Opteron CPUs.) Warning: Do not run other hypervisors (open-source or commercial virtualization products) together with VirtualBox! While several hypervisors can normally be installed video mode selection loss on VM reboot (#10983) • Parallel: fixed parallel port printing failure/ paper queue empty error (Windows hosts only) • NAT: fixed crash on alias-less DNS responses when host-resolver

of a number of important issues before attempting to install a Mac OS X guest: 1. Mac OS X is commercial, licensed software and contains both license and technical re- strictions that limit its use to older Intel Celeron and AMD Opteron CPUs.) Warning: Do not run other hypervisors (open-source or commercial virtualization products) together with VirtualBox! While several hypervisors can normally be installed video mode selection loss on VM reboot (#10983) • Parallel: fixed parallel port printing failure/ paper queue empty error (Windows hosts only) • NAT: fixed crash on alias-less DNS responses when host-resolver

of a number of important issues before attempting to install a Mac OS X guest: 1. Mac OS X is commercial, licensed software and contains both license and technical re- strictions that limit its use to older Intel Celeron and AMD Opteron CPUs.) Warning: Do not run other hypervisors (open-source or commercial virtualization products) together with VirtualBox! While several hypervisors can normally be installed video mode selection loss on VM reboot (#10983) • Parallel: fixed parallel port printing failure/ paper queue empty error (Windows hosts only) • NAT: fixed crash on alias-less DNS responses when host-resolver