
1.12 GB | 29min 11s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English
Files Included :
FileName :appendix A A typical training loop.mp4 | Size: (15.82 MB)
FileName :appendix A Automatic differentiation made easy.mp4 | Size: (9.6 MB)
FileName :appendix A Implementing multilayer neural networks.mp4 | Size: (19.79 MB)
FileName :appendix A Introduction to PyTorch.mp4 | Size: (31.05 MB)
FileName :appendix A Optimizing training performance with GPUs.mp4 | Size: (40.3 MB)
FileName :appendix A Saving and loading models.mp4 | Size: (3.6 MB)
FileName :appendix A Seeing models as computation graphs.mp4 | Size: (4.91 MB)
FileName :appendix A Setting up efficient data loaders.mp4 | Size: (19.69 MB)
FileName :appendix A Summary.mp4 | Size: (4.82 MB)
FileName :appendix A Understanding tensors.mp4 | Size: (16.53 MB)
FileName :appendix D The modified training function.mp4 | Size: (4.06 MB)
FileName :appendix D Adding bells and whistles to the training loop.mp4 | Size: (7.01 MB)
FileName :appendix D Cosine decay.mp4 | Size: (3.9 MB)
FileName :appendix D Gradient clipping.mp4 | Size: (5.8 MB)
FileName :appendix E Initializing the model.mp4 | Size: (3.21 MB)
FileName :appendix E Parameter-efficient fine-tuning with LoRA.mp4 | Size: (19.63 MB)
FileName :appendix E Parameter-efficient fine-tuning with LoRA.mp4 | Size: (9.13 MB)
FileName :appendix E Preparing the dataset.mp4 | Size: (3.59 MB)
FileName :Chapter 1 A closer look at the GPT architecture.mp4 | Size: (13.51 MB)
FileName :Chapter 1 Applications of LLMs.mp4 | Size: (5.61 MB)
FileName :Chapter 1 Building a large language model.mp4 | Size: (4.16 MB)
FileName :Chapter 1 Introducing the transformer architecture.mp4 | Size: (19.04 MB)
FileName :Chapter 1 Stages of building and using LLMs.mp4 | Size: (13.08 MB)
FileName :Chapter 1 Summary.mp4 | Size: (3.78 MB)
FileName :Chapter 1 Understanding large language models.mp4 | Size: (23.72 MB)
FileName :Chapter 1 Utilizing large datasets.mp4 | Size: (9.93 MB)
FileName :Chapter 2 Adding special context tokens.mp4 | Size: (14.58 MB)
FileName :Chapter 2 Byte pair encoding.mp4 | Size: (9.25 MB)
FileName :Chapter 2 Converting tokens into token IDs.mp4 | Size: (11.8 MB)
FileName :Chapter 2 Creating token embeddings.mp4 | Size: (9.77 MB)
FileName :Chapter 2 Data sampling with a sliding window.mp4 | Size: (19.78 MB)
FileName :Chapter 2 Encoding word positions.mp4 | Size: (13.74 MB)
FileName :Chapter 2 Summary.mp4 | Size: (6.68 MB)
FileName :Chapter 2 Tokenizing text.mp4 | Size: (11.44 MB)
FileName :Chapter 2 Working with text data.mp4 | Size: (19.24 MB)
FileName :Chapter 3 Attending to different parts of the input with self-attention.mp4 | Size: (34.27 MB)
FileName :Chapter 3 Capturing data dependencies with attention mechanisms.mp4 | Size: (6.73 MB)
FileName :Chapter 3 Coding attention mechanisms.mp4 | Size: (14.21 MB)
FileName :Chapter 3 Extending single-head attention to multi-head attention.mp4 | Size: (34.82 MB)
FileName :Chapter 3 Hiding future words with causal attention.mp4 | Size: (30.17 MB)
FileName :Chapter 3 Implementing self-attention with trainable weights.mp4 | Size: (38.68 MB)
FileName :Chapter 3 Summary.mp4 | Size: (6.16 MB)
FileName :Chapter 4 Adding shortcut connections.mp4 | Size: (12.63 MB)
FileName :Chapter 4 Coding the GPT model.mp4 | Size: (20.76 MB)
FileName :Chapter 4 Connecting attention and linear layers in a transformer block.mp4 | Size: (14.7 MB)
FileName :Chapter 4 Generating text.mp4 | Size: (22.3 MB)
FileName :Chapter 4 Implementing a feed forward network with GELU activations.mp4 | Size: (16.93 MB)
FileName :Chapter 4 Implementing a GPT model from scratch to generate text.mp4 | Size: (29.12 MB)
FileName :Chapter 4 Normalizing activations with layer normalization.mp4 | Size: (29 MB)
FileName :Chapter 4 Summary.mp4 | Size: (5.34 MB)
FileName :Chapter 5 Decoding strategies to control randomness.mp4 | Size: (30.21 MB)
FileName :Chapter 5 Loading and saving model weights in PyTorch.mp4 | Size: (8.01 MB)
FileName :Chapter 5 Loading pretrained weights from OpenAI.mp4 | Size: (24.8 MB)
FileName :Chapter 5 Pretraining on unlabeled data.mp4 | Size: (69.28 MB)
FileName :Chapter 5 Summary.mp4 | Size: (4.37 MB)
FileName :Chapter 5 Training an LLM.mp4 | Size: (21.16 MB)
FileName :Chapter 6 Adding a classification head.mp4 | Size: (21.23 MB)
FileName :Chapter 6 Calculating the classification loss and accuracy.mp4 | Size: (11.53 MB)
FileName :Chapter 6 Creating data loaders.mp4 | Size: (15.35 MB)
FileName :Chapter 6 Fine-tuning for classification.mp4 | Size: (10.8 MB)
FileName :Chapter 6 Fine-tuning the model on supervised data.mp4 | Size: (14.9 MB)
FileName :Chapter 6 Initializing a model with pretrained weights.mp4 | Size: (5.63 MB)
FileName :Chapter 6 Preparing the dataset.mp4 | Size: (9.1 MB)
FileName :Chapter 6 Summary.mp4 | Size: (524.12 KB)
FileName :Chapter 6 Using the LLM as a spam classifier.mp4 | Size: (3.86 MB)
FileName :Chapter 7 Conclusions.mp4 | Size: (8.72 MB)
FileName :Chapter 7 Creating data loaders for an instruction dataset.mp4 | Size: (10.27 MB)
FileName :Chapter 7 Evaluating the fine-tuned LLM.mp4 | Size: (25.71 MB)
FileName :Chapter 7 Extracting and saving responses.mp4 | Size: (14.85 MB)
FileName :Chapter 7 Fine-tuning the LLM on instruction data.mp4 | Size: (16.57 MB)
FileName :Chapter 7 Fine-tuning to follow instructions.mp4 | Size: (8.16 MB)
FileName :Chapter 7 Loading a pretrained LLM.mp4 | Size: (9.84 MB)
FileName :Chapter 7 Organizing data into training batches.mp4 | Size: (34.17 MB)
FileName :Chapter 7 Preparing a dataset for supervised instruction fine-tuning.mp4 | Size: (11.97 MB)
FileName :Chapter 7 Summary.mp4 | Size: (4.41 MB)]
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