PyTorch Courses and Certifications

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PyTorch Sequential Models - Neural Networks Made Easy

Learn to build neural networks using PyTorch's Sequential class. Explore multiple ways to construct models, set random seeds for reproducibility, and understand the benefits of this approach for creating efficient deep learning architectures.

• YouTube
• 27 minutes
• On-Demand
• Free Video

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PyTorch Dataset Normalization Using torchvision.transforms.Normalize()

Learn to normalize datasets in PyTorch using torchvision.transforms.Normalize(). Explore feature scaling, standardization, and color channel normalization. Understand the impact on neural network training.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Nicholas Renotte

Building a Neural Network with PyTorch - Coding Challenge

Learn to build a neural network using PyTorch in a fast-paced, 15-minute coding challenge. Follow along as the instructor attempts this task for the first time, offering insights and practical tips.

• YouTube
• 21 minutes
• On-Demand
• Free Video

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CNN Confusion Matrix with PyTorch - Neural Network Programming

Learn to build, plot, and interpret a confusion matrix using PyTorch for neural network evaluation, including techniques for disabling gradient tracking and analyzing model performance across different classes.

• YouTube
• 24 minutes
• On-Demand
• Free Video

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CNN Weights - Learnable Parameters in PyTorch Neural Networks

Explore PyTorch's inner workings, including OOP concepts, convolutional and linear layer weight tensors, and matrix multiplication for deep learning in neural networks.

• YouTube
• 24 minutes
• On-Demand
• Free Video

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Build PyTorch CNN - Object-Oriented Neural Networks

Learn to build a convolutional neural network using PyTorch for computer vision and AI applications. Gain hands-on experience in implementing object-oriented neural network architectures.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Aladdin Persson

Mean Average Precision Explained and PyTorch Implementation

Learn to calculate and implement Mean Average Precision (mAP) for evaluating object detection models, with a detailed explanation and hands-on PyTorch implementation from scratch.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Aladdin Persson

Intersection Over Union Explained and PyTorch Implementation

Comprehensive guide to Intersection over Union (IoU) in object detection, covering theory and practical implementation in PyTorch. Ideal for understanding this crucial metric.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Aladdin Persson

Pytorch Seq2Seq with Attention for Machine Translation

Build a Seq2Seq model with Attention in PyTorch for German-to-English machine translation, applying it to the Multi30k dataset and learning from scratch.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Aladdin Persson

Pytorch Text Generator With Character Level LSTM

Learn to build a character-level LSTM text generator in PyTorch, focusing on generating new baby names. Explore practical implementation of RNNs for creative text generation tasks.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Aladdin Persson

Pytorch ResNet Implementation from Scratch

Learn to implement ResNet models (ResNet50, ResNet101, ResNet152) from scratch using PyTorch. Gain insights into the architecture and practical coding techniques for deep learning.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Aladdin Persson

PyTorch GoogLeNet - InceptionNet Implementation from Scratch

Learn to implement GoogLeNet/InceptionNet from scratch in PyTorch, with explanations of network architecture and step-by-step coding guidance.

• YouTube
• 26 minutes
• On-Demand
• Free Video

James Briggs

GPU-Acceleration for PyTorch on M1 Macs - Using with BERT

Explore GPU acceleration for PyTorch on M1 Macs, including installation, implementation with BERT, and best practices for training large language models on Mac hardware.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Aladdin Persson

Pytorch Image Captioning Tutorial

Learn to build an image captioning system from scratch using PyTorch, covering CNN and RNN implementation, training setup, and evaluation on the Flickr8k dataset.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Aladdin Persson

Pytorch Neural Style Transfer Tutorial

Learn to implement Neural Style Transfer from scratch in PyTorch, covering theory and practical coding to blend content and style images for artistic results.

• YouTube
• 25 minutes
• On-Demand
• Free Video