03-18-2024, 06:07 AM
PyTorch Ultimate 2024: From Basics to Cutting-Edge
Become an expert applying the most popular Deep Learning framework PyTorch
5,910 students
4.6 course rating
210 ratings
18.5 hours on-demand video
5 articles
Description
PyTorch is a Python framework developed by Facebook to develop and deploy Deep Learning models. It is one of the most popular Deep Learning frameworks nowadays.
In this course you will learn everything that is needed for developing and applying Deep Learning models to your own data. All relevant fields like Regression, Classification, CNNs, RNNs, GANs, NLP, Recommender Systems, and many more are covered. Furthermore, state of the art models and architectures like Transformers, YOLOv7, or ChatGPT are presented.
It is important to me that you learn the underlying concepts as well as how to implement the techniques. You will be challenged to tackle problems on your own, before I present you my solution.
In my course I will teach you:
Introduction to Deep Learning
high level understanding
perceptrons
layers
activation functions
loss functions
optimizers
Tensor handling
creation and specific features of tensors
automatic gradient calculation (autograd)
Modeling introduction, incl.
Linear Regression from scratch
understanding PyTorch model training
Batches
Datasets and Dataloaders
Hyperparameter Tuning
saving and loading models
Classification models
multilabel classification
multiclass classification
Convolutional Neural Networks
CNN theory
develop an image classification model
layer dimension calculation
image transformations
Audio Classification with torchaudio and spectrograms
And much more...
https://www.udemy.com/course/pytorch-ultimate/?couponCode=SALE2024
Enjoy!
Become an expert applying the most popular Deep Learning framework PyTorch
5,910 students
4.6 course rating
210 ratings
18.5 hours on-demand video
5 articles
Description
PyTorch is a Python framework developed by Facebook to develop and deploy Deep Learning models. It is one of the most popular Deep Learning frameworks nowadays.
In this course you will learn everything that is needed for developing and applying Deep Learning models to your own data. All relevant fields like Regression, Classification, CNNs, RNNs, GANs, NLP, Recommender Systems, and many more are covered. Furthermore, state of the art models and architectures like Transformers, YOLOv7, or ChatGPT are presented.
It is important to me that you learn the underlying concepts as well as how to implement the techniques. You will be challenged to tackle problems on your own, before I present you my solution.
In my course I will teach you:
Introduction to Deep Learning
high level understanding
perceptrons
layers
activation functions
loss functions
optimizers
Tensor handling
creation and specific features of tensors
automatic gradient calculation (autograd)
Modeling introduction, incl.
Linear Regression from scratch
understanding PyTorch model training
Batches
Datasets and Dataloaders
Hyperparameter Tuning
saving and loading models
Classification models
multilabel classification
multiclass classification
Convolutional Neural Networks
CNN theory
develop an image classification model
layer dimension calculation
image transformations
Audio Classification with torchaudio and spectrograms
And much more...
https://www.udemy.com/course/pytorch-ultimate/?couponCode=SALE2024
Enjoy!