PyTorch Ultimate 2023: From Basics to Cutting-Edge

PyTorch Ultimate 2023: From Basics to Cutting-Edge, Become an expert applying the most popular Deep Learning framework PyTorch.

Course 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

Object Detection

object detection theory

develop an object detection model

YOLO v7, YOLO v8

Faster RCNN

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

Recommender Systems with Matrix Factorization

Autoencoders

Transformers

Understand Transformers, including Vision Transformers (ViT)

adapt ViT to a custom dataset

Generative Adversarial Networks

Semi-Supervised Learning

Natural Language Processing (NLP)

Word Embeddings Introduction

Word Embeddings with Neural Networks

Developing a Sentiment Analysis Model based on One-Hot Encoding, and GloVe

Application of Pre-Trained NLP models

Model Debugging

Hooks

Model Deployment

deployment strategies

deployment to on-premise and cloud, specifically Google Cloud

Miscellanious Topics

ChatGPT

ResNet

Extreme Learning Machine (ELM)

Enroll right now to learn some of the coolest techniques and boost your career with your new skills.

Best regards,


Free $84.99 Redeem Coupon
Online Tutorials
Show full profile

Online Tutorials

Online Tutorials is a website sharing online courses, and online tutorials for free on a daily basis. You can find the best free online courses and thousands of free online courses with certificates to take your knowledge to the next level with the free courses.

We will be happy to hear your thoughts

Leave a reply

Online College Courses
Logo
Register New Account