Leaky ReLU vs ELU vs tanh — How Activations Bend Decision Boundaries (PyTorch)
Machine Learning with PyTorch
Leaky ReLU vs ELU vs tanh — How Activations Bend Decision Boundaries (PyTorch)
6:53
ReLU Bends the Decision Boundary (Visual Explanation)
Machine Learning with PyTorch
ReLU Bends the Decision Boundary (Visual Explanation)
8:52
Inside torch.nn.Linear: Multiplication as Alignment (and Why It Matters)
Machine Learning with PyTorch
Inside torch.nn.Linear: Multiplication as Alignment (and Why It Matters)
9:00
PyTorch Conference 2025: My Quick Take. #PyTorch #PyTorchCon #opensource #AI
Machine Learning with PyTorch
PyTorch Conference 2025: My Quick Take. #PyTorch #PyTorchCon #opensource #AI
0:46
torch.nn.CrossEntropyLoss Explained
Machine Learning with PyTorch
torch.nn.CrossEntropyLoss Explained
10:54
torch.flatten Explained
Machine Learning with PyTorch
torch.flatten Explained
8:59
Reinforcement Learning: Exploration vs Exploitation in Decision-Making
Machine Learning with PyTorch
Reinforcement Learning: Exploration vs Exploitation in Decision-Making
6:53
Reinforcement Learning: Value Iteration
Machine Learning with PyTorch
Reinforcement Learning: Value Iteration
6:49
Reinforcement Learning: Policy Iteration
Machine Learning with PyTorch
Reinforcement Learning: Policy Iteration
14:35
Reinforcement Learning: Bellman Optimality Equation and the Q-function
Machine Learning with PyTorch
Reinforcement Learning: Bellman Optimality Equation and the Q-function
13:24
Reinforcement Learning: Different Types of Environments and Policies
Machine Learning with PyTorch
Reinforcement Learning: Different Types of Environments and Policies
10:56
Reinforcement Learning: Optimal Policies and Optimal Value Functions
Machine Learning with PyTorch
Reinforcement Learning: Optimal Policies and Optimal Value Functions
8:58
Reinforcement Learning: Markov Decision Processes (MDPs) and Policies
Machine Learning with PyTorch
Reinforcement Learning: Markov Decision Processes (MDPs) and Policies
11:55
Reinforcement Learning: The Bellman Equation
Machine Learning with PyTorch
Reinforcement Learning: The Bellman Equation
14:19
Reinforcement Learning: Markov Reward Process and Value Functions
Machine Learning with PyTorch
Reinforcement Learning: Markov Reward Process and Value Functions
27:37
Reinforcement Learning: Markov Chains
Machine Learning with PyTorch
Reinforcement Learning: Markov Chains
10:14
Reinforcement Learning: The Decision Learning Problem
Machine Learning with PyTorch
Reinforcement Learning: The Decision Learning Problem
9:48
Reinforcement Learning: Introduction
Machine Learning with PyTorch
Reinforcement Learning: Introduction
3:22
torch.nn.LayerNorm Explained
Machine Learning with PyTorch
torch.nn.LayerNorm Explained
9:38
torch.nn.BatchNorm2d Explained
Machine Learning with PyTorch
torch.nn.BatchNorm2d Explained
12:33
torch.distributions.poisson.Poisson - Poisson Distribution Guided Synthetic Data Generation
Machine Learning with PyTorch
torch.distributions.poisson.Poisson - Poisson Distribution Guided Synthetic Data Generation
10:38
GPT: A Technical Training Unveiled #7 - Final Linear Layer and Softmax
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #7 - Final Linear Layer and Softmax
11:02
GPT: A Technical Training Unveiled #6 - Block Two of Transform Decoder
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #6 - Block Two of Transform Decoder
10:57
GPT: A Technical Training Unveiled #5 - Feedforward, Add & Norm
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #5 - Feedforward, Add & Norm
6:07
GPT: A Technical Training Unveiled #4 - Masked Multihead Attention
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #4 - Masked Multihead Attention
15:38
GPT: A Technical Training Unveiled #3 - Embedding and Positional Encoding
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #3 - Embedding and Positional Encoding
8:27
GPT: A Technical Training Unveiled #2 - Tokenization
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #2 - Tokenization
10:18
GPT: A Technical Training Unveiled #1 - Introduction
Machine Learning with PyTorch
GPT: A Technical Training Unveiled #1 - Introduction
3:17
torch.nn.TransformerDecoderLayer - Part 4 - Multiple Linear Layers and Normalization
Machine Learning with PyTorch
torch.nn.TransformerDecoderLayer - Part 4 - Multiple Linear Layers and Normalization
4:52
torch.nn.TransformerDecoderLayer - Part 2 - Embedding, First Multi-Head attention and Normalization
Machine Learning with PyTorch
torch.nn.TransformerDecoderLayer - Part 2 - Embedding, First Multi-Head attention and Normalization
9:29
torch.nn.TransformerDecoderLayer - Part 3 -Multi-Head attention and Normalization
Machine Learning with PyTorch
torch.nn.TransformerDecoderLayer - Part 3 -Multi-Head attention and Normalization
9:32
nn.TransformerDecoderLayer - Overview
Machine Learning with PyTorch
nn.TransformerDecoderLayer - Overview
7:32
torch.nn.Embedding - How embedding weights are updated in Backpropagation
Machine Learning with PyTorch
torch.nn.Embedding - How embedding weights are updated in Backpropagation
17:28
Pytorch Backpropagation with Example 03 - Gradient Descent
Machine Learning with PyTorch
Pytorch Backpropagation with Example 03 - Gradient Descent
8:37
Pytorch Backpropagation With Example 02 - Backpropagation
Machine Learning with PyTorch
Pytorch Backpropagation With Example 02 - Backpropagation
18:47
Pytorch Backpropagation With Example 01 - Forward-propagation
Machine Learning with PyTorch
Pytorch Backpropagation With Example 01 - Forward-propagation
10:05
torch.nn.ConvTranspose2d Explained
Machine Learning with PyTorch
torch.nn.ConvTranspose2d Explained
14:32
torch.nn.CosineSimilarity explained and announcement!
Machine Learning with PyTorch
torch.nn.CosineSimilarity explained and announcement!
8:40
Transformer Positional Embeddings With A Numerical Example
Machine Learning with PyTorch
Transformer Positional Embeddings With A Numerical Example
6:21
Self Attention with torch.nn.MultiheadAttention Module
Machine Learning with PyTorch
Self Attention with torch.nn.MultiheadAttention Module
12:32
torch.nn.BatchNorm1d Explained
Machine Learning with PyTorch
torch.nn.BatchNorm1d Explained
3:36
torch.nn.Conv2d Module Explained
Machine Learning with PyTorch
torch.nn.Conv2d Module Explained
6:49
Types of Attention in NLP and Transformer Multi-Head Attention Explained
Machine Learning with PyTorch
Types of Attention in NLP and Transformer Multi-Head Attention Explained
11:39
torch.nn.Dropout explained
Machine Learning with PyTorch
torch.nn.Dropout explained
3:58
torch.nn.RNN Module explained
Machine Learning with PyTorch
torch.nn.RNN Module explained
14:22
torch.nn.Linear Module explained
Machine Learning with PyTorch
torch.nn.Linear Module explained
7:04