Download Careers360 App

    PyTorch for Deep Learning and Computer Vision

    BY
    Simpliv Learning

    Brochure Enquire
    Mode

    Online

    Fees

    $ 199 999

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    $ 199  $999
    certificate availability

    Yes

    certificate providing authority

    Simpliv Learning

    The syllabus

    Introduction

    Getting Started

    •  Finding the codes (Github)
    •  A Look at the Projects 

    Intro to Tensors – PyTorch

    •  Intro to Tensors – PyTorch - Intro
    •  1 Dimensional Tensors
    •  Vector Operations
    •  2 Dimensional Tensors
    •  Slicing 3D Tensors
    •  Matrix Multiplication
    •  Gradient with PyTorch
    •  Intro to Tensors – PyTorch: Outro

    Linear Regression – PyTorch

    •  Linear Regression – PyTorch - Intro
    •  Making Predictions
    •  Linear Class
    •  Custom Modules
    •  Linear Regression – PyTorch : Creating Dataset
    •  Loss Function
    •  Gradient Descent
    •  Mean Squared Error
    •  Training - Code Implementation
    •  Linear Regression – PyTorch: Outro

    Perceptrons – PyTorch

    •  Perceptrons – PyTorch: Intro
    •  What is Deep Learning
    •  Perceptrons – PyTorch : Creating Dataset
    •  Perceptron Model
    •  Model Setup
    •  Model Training
    •  Model Testing
    •  Perceptrons – PyTorch: Outro

    Deep Neural Networks – PyTorch

    •  Deep Neural Networks – PyTorch: Intro
    •  Non-Linear Boundaries
    •  Architecture
    •  Feedforward Process
    •  Error Function
    •  Backpropagation
    •  Code Implementation
    •  Testing Model
    •  Deep Neural Networks – PyTorch: Outro

    Image Recognition – PyTorch

    •  Image Recognition – PyTorch: Intro
    •  MNIST Dataset
    •  Training and Test Datasets
    •  Image Recognition – PyTorch : Image Transforms
    •  Neural Network Implementation
    •  Neural Network Validation
    •  Final Tests
    •  A note on adjusting batch size
    •  Image Recognition – PyTorch: Outro

    Convolutional Neural Networks – PyTorch

    •  Convolutions and MNIST
    •  Convolutional Layer
    •  Convolutions II
    •  Pooling
    •  Fully Connected Network
    •  Neural Network Implementation with PyTorch
    •  Model Training with PyTorch

    CIFAR 10 Classification – PyTorch

    •  The CIFAR 10 Dataset
    •  Testing LeNet
    •  Hyperparameter Tuning
    •  Data Augmentation

    Transfer Learning – PyTorch

    •  Pre-trained Sophisticated Models
    •  AlexNet and VGG16

    Style Transfer – PyTorch

    •  VGG 19
    •  Style Transfer – PyTorch : Image Transforms
    •  Feature Extraction
    •  The Gram Matrix
    •  Optimization
    •  Style Transfer with Video

    Appendix A - Python Crash Course

    • Appendix A - Python Crash Course: Overview
    •  Anaconda Installation (Mac)
    •  Anaconda Installation Windows
    •  Jupyter Notebooks
    •  Arithmetic Operators
    •  Variables
    •  Numeric Data Types
    •  String
    •  Booleans
    •  Methods
    •  Lists
    •  Slicing
    •  Membership Operator
    •  Mutability
    •  Mutability II
    •  Common Functions & Methods
    •  Tuples
    •  Sets
    •  Dictionaries
    •  Compound Data Structures
    •  Part 1 – Outro
    •  Part 2 - Control Flow
    •  If, else
    •  elseif
    •  Complex Comparisons
    •  For Loops
    •  For Loops II
    •  While Loops
    •  Break
    •  Part 2 – Outro
    •  Part 3 – Functions
    •  Functions
    •  Scope
    •  Doc Strings
    •  Lambda and Higher Order Functions
    •  Part 3 – Outro

    Appendix B - NumPy Crash Course

    •  Appendix B - NumPy Crash Course: Overview
    •  Arrays vs Lists
    •  Multidimensional Arrays
    •  One Dimensional Slicing
    •  Reshaping
    •  Multidimensional Slicing
    •  Manipulating Array Shapes
    •  Appendix B - NumPy Crash Course - Matrix Multiplication
    •  Stacking
    •  Outro

    Appendix B - NumPy Crash Course: Outro

    •  Softmax
    •  Cross Entropy

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Data Science Courses Programming Courses Cyber Security Courses Digital Marketing Courses Law Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses NPTEL Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses IIT Kharagpur Courses IIT Kanpur Courses Emeritus Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close
    Download Careers360 App
    All this at the convenience of your phone

    • Regular Exam Updates

    • Best College Recommendations

    • College & Rank predictors

    • Detailed Books and Sample Papers

    • Question and Answers

    google play
    students
    400M+ Students
    Colleges
    36K+ Colleges
    Exams
    500+ Exams
    eBooks
    3K+ eBooks
    Certification
    16K+ Certifications
    mobile