PyTorch Ultimate 2024: From Basics to Cutting-Edge

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100%OFF Coupon code for PyTorch Ultimate 2024: From Basics to Cutting-Edge Udemy Course. This is an exclusive discount coupon from the course instructor, it will be active for few days. Check ENROLL NOW button to get a maximum discount. We manually verified coupon code on July 8th, 2024 .

What you’ll learn

  • 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)

Who this course is for:

  • Python developers willing to learn one of the most interesting and in-demand techniques
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