Deep Learning with PyTorch

Price
$1,895.00

Duration
3 Days

 

Delivery Methods
Virtual Instructor Led
Private Group

Course Overview

This PyTorch training course is designed for students familiar with the basics of data science and machine learning who want to learn how to use Facebook’s PyTorch library for deep learning and neural network based applications. PyTorch is an open source deep learning platform that provides a seamless path from research prototyping to production deployment. It is rapidly becoming one of the most popular deep learning frameworks for Python. Deep integration into Python allows popular libraries and packages to be used for easily writing neural network layers in Python. A rich ecosystem of tools and libraries extends PyTorch and supports development in computer vision, NLP and more.

Private classes on this topic are available. We can address your organization’s issues, time constraints, and save you money, too. Contact us to find out how.

This course includes 6-months access to the full course content in on-demand format to support post-class reference and review.

Course Objectives

  • Learn how to use NumPy to format data into arrays
  • Use pandas for data manipulation and cleaning
  • Learn classic machine learning theory principals
  • Use PyTorch Deep Learning Library for image classification
  • Use PyTorch with Recurrent Neural Networks for Sequence Time Series Data
  • Create state of the art Deep Learning models to work with tabular data

Who Should Attend?

Intermediate to experienced Python developers or experienced developers coming from another programming language.

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Agenda

NumPy

Pandas

Machine Learning Theory

Test/Train/Validation Data Splits

Model Evaluation – Regression and Classification Tasks

Unsupervised Learning Tasks

Tensors with PyTorch

Neural Network Theory

  • Perceptrons
  • Networks
  • Activation Functions
  • Cost/Loss Functions
  • Backpropagation

Gradients

Artificial Neural Networks

Convolutional Neural Networks

Recurrent Neural Networks

 

Get in touch to schedule training for your team
We can enroll multiple students in an upcoming class or schedule a dedicated private training event designed to meet your organization’s needs.

 


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