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Deep Learning - Computer Vision for Beginners Using PyTorch
Deep Learning - Computer Vision for Beginners Using PyTorch

Deep Learning - Computer Vision for Beginners Using PyTorch: Learn the basics of Computer Vision in PyTorch and Python with expert tips on convolutional neural network deep learning

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Profile Icon Manifold AI Learning
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$9.99 $54.99
Video Mar 2023 7hrs 14mins 1st Edition
Video
$9.99 $54.99
Subscription
Free Trial
Renews at $19.99p/m
Arrow left icon
Profile Icon Manifold AI Learning
Arrow right icon
$9.99 $54.99
Video Mar 2023 7hrs 14mins 1st Edition
Video
$9.99 $54.99
Subscription
Free Trial
Renews at $19.99p/m
Video
$9.99 $54.99
Subscription
Free Trial
Renews at $19.99p/m

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Key benefits

  • Learn how to perform Computer Vision tasks with deep learning
  • Learn to implement LeNet architecture on CIFAR10 dataset, which has 60,000 images
  • Build your programming foundation with Python

Description

Note: The course is primarily focused on teaching PyTorch and deep learning for computer vision, but it also includes a few sections on the fundamentals of Python (Sections 8–12). These optional learning sections are designed for individuals who may be new to Python or who want to refresh their knowledge of Python basics. In this course, we will take a step-by-step method by first grasping PyTorch’s fundamentals. Then, using a guide to getting free GPU for learning, you will learn how to code in GPU. You will then learn about PyTorch’s AutoGrad feature and how to use it. Later, you will learn how to use PyTorch to create deep learning models and understand the fundamentals of convolutional neural networks (CNN). You will also learn how to use CNN with a real-world dataset. Additionally, the course will emphasize the fundamentals and lay the groundwork for an understanding of Python. We will also talk about the three significant Python libraries known as NumPy, Pandas, and Matplotlib. In this part of the course, we will also build a mini project where we will be building a hangman game in Python. By the end of this course, we will be able to perform Computer Vision tasks with deep learning. All the resources for this course are available at: https://github.com/PacktPublishing/Deep-Learning---Computer-Vision-for-Beginners-Using-PyTorch

Who is this book for?

Software developers, machine learning practitioners, data scientists, and anybody else interested in understanding PyTorch and deep learning should take this course. While a basic knowledge of Python would be beneficial, it is not a prerequisite as we will be covering the necessary fundamentals during the course.

What you will learn

  • Learn how to work with PyTorch
  • Build intuition on convolution operation on images
  • Implement gradient descent using AutoGrad
  • Learn about LeNet architecture
  • Create a mini-Python project game
  • Understand how to use NumPy, Pandas, and Matplotlib libraries

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Mar 16, 2023
Length: 7hrs 14mins
Edition : 1st
Language : English
ISBN-13 : 9781837634286
Vendor :
Anaconda
Category :
Languages :
Tools :

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Product Details

Publication date : Mar 16, 2023
Length: 7hrs 14mins
Edition : 1st
Language : English
ISBN-13 : 9781837634286
Vendor :
Anaconda
Category :
Languages :
Tools :

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Table of Contents

12 Chapters
Welcome Aboard Chevron down icon Chevron up icon
Introduction to PyTorch and Tensors Chevron down icon Chevron up icon
Diving into PyTorch Chevron down icon Chevron up icon
AutoGrad in PyTorch Chevron down icon Chevron up icon
Creating Deep Neural Networks in PyTorch Chevron down icon Chevron up icon
CNN in PyTorch Chevron down icon Chevron up icon
LeNet Architecture in PyTorch Chevron down icon Chevron up icon
Optional Learning - Python Basics Chevron down icon Chevron up icon
Optional Learning - Mini Project with Python Basics Chevron down icon Chevron up icon
Optional Learning - Python for Data Science – with NumPy Chevron down icon Chevron up icon
Optional Learning - Python for Data Science – with Pandas Chevron down icon Chevron up icon
Optional Learning - Python for Data Science – with Matplotlib Chevron down icon Chevron up icon
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