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Manning - Master and Build Large Language Models

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2.91 GB | 1h 7min 39s | mp4 | 1920X1080 | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :U01M01-Python-Environment-Setup-Video.mp4 | Size: (63.6 MB)
FileName :U01M02-Foundations-to-Build-a-Large-Language-Model-From-Scratch.mp4 | Size: (14.01 MB)
FileName :U02M01-Prerequisites-to-Chapter-2.mp4 | Size: (156.08 MB)
FileName :U02M02-Tokenizing-text.mp4 | Size: (80.28 MB)
FileName :U02M03-Converting-tokens-into-token-IDs.mp4 | Size: (27.24 MB)
FileName :U02M04-Adding-special-context-tokens.mp4 | Size: (22.83 MB)
FileName :U02M05-Byte-pair-encoding.mp4 | Size: (48.87 MB)
FileName :U02M06-Data-sampling-with-a-sliding-window.mp4 | Size: (64.53 MB)
FileName :U02M07-Creating-token-embeddings.mp4 | Size: (23.52 MB)
FileName :U02M08-Encoding-word-positions.mp4 | Size: (34.27 MB)
FileName :U03M01-Prerequisites-to-Chapter-3.mp4 | Size: (149.72 MB)
FileName :U03M02-A-simple-self-attention-mechanism-without-trainable-weights-Part-1.mp4 | Size: (121.36 MB)
FileName :U03M03-A-simple-self-attention-mechanism-without-trainable-weights-Part-2.mp4 | Size: (38.66 MB)
FileName :U03M04-Computing-the-attention-weights-step-by-step.mp4 | Size: (42.48 MB)
FileName :U03M05-Implementing-a-compact-self-attention-Python-class.mp4 | Size: (24.45 MB)
FileName :U03M06-Applying-a-causal-attention-mask.mp4 | Size: (38.57 MB)
FileName :U03M07-Masking-additional-attention-weights-with-dropout.mp4 | Size: (10.31 MB)
FileName :U03M08-Implementing-a-compact-causal-self-attention-class.mp4 | Size: (27.76 MB)
FileName :U03M09-Stacking-multiple-single-head-attention-layers.mp4 | Size: (30.43 MB)
FileName :U03M10-Implementing-multi-head-attention-with-weight-splits.mp4 | Size: (84.83 MB)
FileName :U04M01-Prerequisites-to-Chapter-4.mp4 | Size: (136.12 MB)
FileName :U04M02-Coding-an-LLM-architecture.mp4 | Size: (42.69 MB)
FileName :U04M03-Normalizing-activations-with-layer-normalization.mp4 | Size: (55.73 MB)
FileName :U04M04-Implementing-a-feed-forward-network-with-GELU-activations.mp4 | Size: (72.12 MB)
FileName :U04M05-Adding-shortcut-connections.mp4 | Size: (29.5 MB)
FileName :U04M06-Connecting-attention-and-linear-layers-in-a-transformer-block.mp4 | Size: (42.89 MB)
FileName :U04M07-Coding-the-GPT-model.mp4 | Size: (46.77 MB)
FileName :U04M08-Generating-text.mp4 | Size: (45.01 MB)
FileName :U05M01-Prerequisites-to-Chapter-5.mp4 | Size: (44.76 MB)
FileName :U05M02-Using-GPT-to-generate-text.mp4 | Size: (56.6 MB)
FileName :U05M03-Calculating-the-text-generation-loss-cross-entropy-and-perplexity.mp4 | Size: (73.97 MB)
FileName :U05M04-Calculating-the-training-and-validation-set-losses.mp4 | Size: (71.92 MB)
FileName :U05M05-Training-an-LLM.mp4 | Size: (113.47 MB)
FileName :U05M06-Decoding-strategies-to-control-randomness.mp4 | Size: (15.82 MB)
FileName :U05M07-Temperature-scaling.mp4 | Size: (31.45 MB)
FileName :U05M08-Top-k-sampling.mp4 | Size: (19.23 MB)
FileName :U05M09-Modifying-the-text-generation-function.mp4 | Size: (24.84 MB)
FileName :U05M10-Loading-and-saving-model-weights-in-PyTorch.mp4 | Size: (14.3 MB)
FileName :U05M11-Loading-pretrained-weights-from-OpenAI.mp4 | Size: (83.73 MB)
FileName :U06M01-Prerequisites-to-Chapter-6.mp4 | Size: (114.51 MB)
FileName :U06M02-Preparing-the-dataset.mp4 | Size: (78.68 MB)
FileName :U06M03-Creating-data-loaders.mp4 | Size: (39.01 MB)
FileName :U06M04-Initializing-a-model-with-pretrained-weights.mp4 | Size: (31.73 MB)
FileName :U06M05-Adding-a-classification-head.mp4 | Size: (60.23 MB)
FileName :U06M06-Calculating-the-classification-loss-and-accuracy.mp4 | Size: (49.4 MB)
FileName :U06M07-Fine-tuning-the-model-on-supervised-data.mp4 | Size: (132.04 MB)
FileName :U06M08-Using-the-LLM-as-a-spam-classifier.mp4 | Size: (24.42 MB)
FileName :U07M01-Preparing-a-dataset-for-supervised-instruction-fine-tuning.mp4 | Size: (35.27 MB)
FileName :U07M02-Organizing-data-into-training-batches.mp4 | Size: (57.67 MB)
FileName :U07M03-Creating-data-loaders-for-an-instruction-dataset.mp4 | Size: (22.38 MB)
FileName :U07M04-Loading-a-pretrained-LLM.mp4 | Size: (18.62 MB)
FileName :U07M05-Fine-tuning-the-LLM-on-instruction-data.mp4 | Size: (79.78 MB)
FileName :U07M06-Extracting-and-saving-responses.mp4 | Size: (35.34 MB)
FileName :U07M07-Evaluating-the-fine-tuned-LLM.mp4 | Size: (81.06 MB)]
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