Learning Deep Learning From Perceptron to Large Language Models

Files Included :

002 10 1 Multitask Learning.mp4 (17.4 MB)
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003 10 2 Programming Example Multitask Learning with TensorFlow.mp4 (22.4 MB)
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004 10 3 Programming Example Multitask Learning with PyTorch.mp4 (30.05 MB)
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005 10 4 Object Detection with R-CNN.mp4 (20.46 MB)
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006 10 5 Improved Object Detection with Fast and Faster R-CNN.mp4 (14.62 MB)
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007 10 6 Segmentation with Deconvolution Network and U-Net.mp4 (24.82 MB)
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008 10 7 Instance Segmentation with Mask R-CNN.mp4 (9.55 MB)
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009 10 8 Lesson 10 Summary.mp4 (4.39 MB)
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002 2 1 The Perceptron and Its Learning Algorithm.mp4 (29.72 MB)
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005 2 4 Matrix and Vector Notation for Neural Networks.mp4 (20.72 MB)
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007 2 6 Solving Learning Problem with Gradient Descent.mp4 (35.66 MB)
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008 2 7 Computing Gradient with the Chain Rule.mp4 (41.79 MB)
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010 2 9 Programming Example Learning the XOR Function.mp4 (59.64 MB)
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004 3 3 Programming Example Digit Classification with Python.mp4 (73.67 MB)
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006 3 5 Programming Example Digit Classification with TensorFlow.mp4 (25.37 MB)
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007 3 6 Programming Example Digit Classification with PyTorch.mp4 (49.69 MB)
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008 3 7 Avoiding Saturating Neurons and Vanishing Gradients—Part I.mp4 (26.06 MB)
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009 3 8 Avoiding Saturating Neurons and Vanishing Gradients—Part II.mp4 (34.03 MB)
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011 3 10 Programming Example Improved Digit Classification with TensorFlow.mp4 (11.67 MB)
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012 3 11 Programming Example Improved Digit Classification with PyTorch.mp4 (22.91 MB)
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013 3 12 Problem Types, Output Units, and Loss Functions.mp4 (20.13 MB)
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015 3 14 Programming Example Regression Problem with TensorFlow.mp4 (36.16 MB)
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016 3 15 Programming Example Regression Problem with PyTorch.mp4 (45.08 MB)
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002 4 1 The CIFAR-10 Dataset.mp4 (13.91 MB)
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003 4 2 Convolutional Layer.mp4 (25.5 MB)
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004 4 3 Building a Convolutional Neural Network.mp4 (43.65 MB)
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005 4 4 Programming Example Image Classification Using CNN with TensorF.mp4 (38.52 MB)
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006 4 5 Programming Example Image Classification Using CNN with PyTorch.mp4 (40.05 MB)
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007 4 6 AlexNet.mp4 (15.18 MB)
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008 4 7 VGGNet.mp4 (17.89 MB)
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009 4 8 GoogLeNet.mp4 (16.62 MB)
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010 4 9 ResNet.mp4 (19.35 MB)
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011 4 10 Programming Example Using a Pretrained Network with TensorFlow.mp4 (17.04 MB)
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012 4 11 Programming Example Using a Pretrained Network with PyTorch.mp4 (19.7 MB)
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013 4 12 Transfer Learning.mp4 (11.6 MB)
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014 4 13 Efficient CNNs.mp4 (11.5 MB)
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015 4 14 Lesson 4 Summary.mp4 (7.53 MB)
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002 5 1 Problem Types Involving Sequential Data.mp4 (19.68 MB)
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003 5 2 Recurrent Neural Networks.mp4 (25.12 MB)
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004 5 3 Programming Example Forecasting Book Sales with TensorFlow.mp4 (40.61 MB)
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005 5 4 Programming Example Forecasting Book Sales with PyTorch.mp4 (45.53 MB)
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006 5 5 Backpropagation Through Time and Keeping Gradients Healthy.mp4 (24.75 MB)
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007 5 6 Long Short-Term Memory.mp4 (27.94 MB)
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008 5 7 Autoregression and Beam Search.mp4 (18.49 MB)
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009 5 8 Programming Example Text Autocompletion with TensorFlow.mp4 (60.08 MB)
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010 5 9 Programming Example Text Autocompletion with PyTorch.mp4 (64.76 MB)
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011 5 10 Lesson 5 Summary.mp4 (5.69 MB)
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004 6 3 Programming Example Language Model and Word Embeddings with TensorFlow.mp4 (54.37 MB)
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005 6 4 Programming Example Language Model and Word Embeddings with PyTorch.mp4 (46.08 MB)
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007 6 6 Programming Example Using Pretrained GloVe Embeddings.mp4 (25.15 MB)
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008 6 7 Handling Out-of-Vocabulary Words with Wordpieces.mp4 (9.61 MB)
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001 Topics.mp4 (4.13 MB)
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002 7 1 Encoder–Decoder Network for Neural Machine.mp4 (12.68 MB)
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003 7 2 Programming Example Neural Machine Transla.mp4 (108.81 MB)
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004 7 3 Programming Example Neural Machine Transla.mp4 (99.88 MB)
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005 7 4 Attention.mp4 (25.09 MB)
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006 7 5 The Transformer.mp4 (26.04 MB)
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007 7 6 Programming Example Machine Translation Us.mp4 (36.09 MB)
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008 7 7 Programming Example Machine Translation Us.mp4 (40.98 MB)
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009 7 8 Lesson 7 Summary.mp4 (4.58 MB)
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003 9 2 Programming Example Multimodal Classification with TensorFlow.mp4 (34.45 MB)
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004 9 3 Programming Example Multimodal Classification with PyTorch.mp4 (33.73 MB)
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005 9 4 Image Captioning with Attention.mp4 (17.89 MB)
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006 9 5 Programming Example Image Captioning with TensorFlow.mp4 (81.18 MB)
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007 9 6 Programming Example Image Captioning with PyTorch.mp4 (82.29 MB)
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008 9 7 Multimodal Large Language Models.mp4 (60.21 MB)
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