| Published | 2022-06-10 |
| Platform | Udemy |
| Rating | 5.00 |
| Number of Reviews | 1 |
| Number of Students | 9 |
| Price | $19.99 |
| Subjects |
Become an expert in Deep Learning with Facebook's PyTorch
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.
You will learn everything that is needed for developing and applying deep learning models to your own data. All relevant and state of the art model architectures will be covered. After this course you will be able to apply your knowledge to your own data so that you can train models for regression, classification, computer vision, and time series data.
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
Object Detection
object detection theory
develop an object detection model
Style Transfer
Style transfer theory
developing your own style transfer model
Pretrained Models and Transfer Learning
Recurrent Neural Networks
Recurrent Neural Network theory
developing LSTM models
Autoencoders
Generative Adversarial Networks
Enroll right now to learn some of the coolest techniques and boost your career with your new skills.
Best regards,
Bert