Convolutional Neural Networks with PyTorch
Channel: Learn {to} Code
Date: 09/12/2022

Learn about Modern Deep Convolutional Neural Networks with PyTorch. Image Recognition with Convolutional Neural Networks. Advanced techniques for Deep Learning and Representation learning
PyTorch Tutorial for Beginners
☞ https://morioh.com/p/deaf2f23fbc6
Applied Deep Learning with PyTorch - Full Course
☞ https://morioh.com/p/433f0ddf1da6
Deep Learning with PyTorch - Full Course
☞ https://morioh.com/p/280877725bfc

Learn about Modern Deep Convolutional Neural Networks with PyTorch. Image Recognition with Convolutional Neural Networks. Advanced techniques for Deep Learning and Representation learning

The course consists of 4 blocks:

        Introduction section, where I remind you, what is Linear layers, SGD, and how to train Deep Networks.

        Convolution section, where we discuss convolutions, it's parameters, advantages and disadvantages.

        Regularization and normalization section, where I share with you useful tips and tricks in Deep Learning.

        Fine tuning, transfer learning, modern datasets and architectures

Prerequisites:

        Matrix calculus, Linear Algebra, Probability theory and Statistics

        Basics of Machine Learning: Regularization, Linear Regression and Classification,

        Basics of Deep Learning: Linear layers, SGD,  Multi-layer perceptron

        Python, Basics of PyTorch

What you’ll learn

        Convolutional Neural Networks
        Image Processing
        Advance Deep Learning Techniques
        Regularization, Normalization
        Transfer Learning

Are there any course requirements or prerequisites?

        Machine Learning
        Linear Regression and Classification
        Matrix Calculus, Probability
        Deep Learning basis: Multi perceptron, optimization
        Python, PyTorch

Who this course is for:

        Who knows a bit about neural networks
        Who wants to enrich their Deep Learning and Image Processing knowledge
        Who wants to study advanced techniques and practices

#PyTorch #DeepLearning #Morioh

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