PyTorch Ultimate 2024: From Basics to Cutting-Edge Free Course Coupon

PyTorch, Deep Learning, Transformers, NLP, CNNs, RNNs, GANs, Autoencoders, Recommender Systems, Model Deployment, Transfer Learning

Short Description: Master PyTorch and deep learning techniques in this comprehensive course covering everything from basic models to advanced architectures like Transformers and GANs. Learn to deploy models on-premise and to the cloud, develop CNNs for image classification and object detection, implement NLP tasks including Word Embeddings and Sentiment Analysis, and explore cutting-edge frameworks like PyTorch Lightning and models like OpenAI’s ChatGPT. With 19 hours of video content, hands-on exercises, and comprehensive resources, this course prepares you to excel in the field of deep learning.

What you’ll learn

• learn all relevant aspects of PyTorch from simple models to state-of-the-art models
• deploy your model on-premise and to Cloud
• Transformers
• Natural Language Processing (NLP), e.g. Word Embeddings, Zero-Shot Classification, Similarity Scores
• CNNs (Image-, Audio-Classification; Object Detection)
• Style Transfer
• Recurrent Neural Networks
• Autoencoders
• Generative Adversarial Networks
• Recommender Systems
• adapt top-notch algorithms like Transformers to custom datasets
• develop CNN models for image classification, object detection, Style Transfer
• develop RNN models, Autoencoders, Generative Adversarial Networks
• learn about new frameworks (e.g. PyTorch Lightning) and new models like OpenAI ChatGPT
• use Transfer Learning

This course includes:

• 19 hours on-demand video
• 5 articles
• Access on mobile and TV
• Full lifetime access

• Closed captions
• Audio description in existing audio
• Certificate of completion

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.

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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,

Ber

Who this course is for:

• New and beginner students who would like to learn iOS
• iOS developers / engineers who are already familiar will also benefit from new and additional knowledge about iOS

How to Get this course FREE?

Get a 100% Discount On Udemy courses by clicking on the Apply Here Button. This Course coupon code is automatically added to the Apply Here Button.

Apply this Coupon:  SKILLUP2024_06    is applied  (For 100% Discount)

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