PyTorch Ultimate: From Basics to Cutting-Edge – Free Udemy Course
🌐 English⭐ 4.6đŸ‘Ĩ 830 students
$84.99Free

PyTorch Ultimate: From Basics to Cutting-Edge

Course Overview

CategoryDevelopment
Duration3
InstructorPyTorch
LanguageEnglish
Rating4.6 / 5
PriceFree (was $84.99)

What You'll Learn

  • Introduction to Deep Learninghigh level understanding
  • perceptrons
  • layers
  • activation functions
  • loss functions
  • optimizers

About This Free Course

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

    • 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,

    Bert

    Who Should Take This Course

    "PyTorch Ultimate: From Basics to Cutting-Edge" is aimed at people who want a practical, structured introduction to development without paying full price for it. It's a solid fit if you're starting out in development and want a guided course rather than piecing tutorials together yourself, if you've tried free YouTube content on the topic and want something more organized in around 3, or if you already work in a related area and want a refresher you can finish at your own pace. Since enrollment happens on Udemy itself, you keep full access to view the lectures, download any provided resources, and revisit the material later — this isn't a stripped-down or time-limited version of the course.

    Why This Course Is Worth Taking

    Our take: this listing earns a spot on FreeWebCart because the coupon we verified actually brings the price to $0, not just a token discount, and the course carries a 4.6/5 rating on Udemy from 830+ students who've already enrolled. That combination — real reviews plus a working 100% OFF code — is what we look for before publishing a development course. It won't replace hands-on experience or a full degree program, but as a low-risk way to test whether development is worth pursuing further, or to pick up one specific skill, the free price tag makes it an easy yes while the coupon lasts.

    Pros & Cons

    👍 Pros

    • 100% free to enroll via this coupon (normally $84.99)
    • Lifetime access on Udemy once enrolled, even after the coupon expires
    • Rated 4.6/5 by past students on Udemy
    • Self-paced — no fixed schedule or live sessions to attend

    👎 Cons

    • Coupon is time-limited and can expire before you enroll
    • No live instructor support — questions go through Udemy's Q&A, not us
    • Certificate is a Udemy completion certificate, not an accredited qualification

    Frequently Asked Questions

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