Index of /courses/deep/books/dl-with-py-2ed/vidbook/
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001. Chapter 1 What is deep learning.mp4 05-Apr-2025 11:14 30034857
002. Chapter 1 Learning rules and representatio..> 05-Apr-2025 11:14 33349871
003. Chapter 1 Understanding how deep learning ..> 05-Apr-2025 11:15 40518746
004. Chapter 1 Before deep learning A brief his..> 05-Apr-2025 11:15 32615019
005. Chapter 1 Back to neural networks.mp4 05-Apr-2025 11:15 31087428
006. Chapter 1 Why deep learning Why now.mp4 05-Apr-2025 11:15 22676820
007. Chapter 1 Algorithms.mp4 05-Apr-2025 11:15 24841905
008. Chapter 2 The mathematical building blocks..> 05-Apr-2025 11:16 22361686
009. Chapter 2 Data representations for neural ..> 05-Apr-2025 11:16 19380957
010. Chapter 2 Real-world examples of data tens..> 05-Apr-2025 11:16 22079779
011. Chapter 2 The gears of neural networks Ten..> 05-Apr-2025 11:16 18639377
012. Chapter 2 Tensor reshaping.mp4 05-Apr-2025 11:16 13520251
013. Chapter 2 The engine of neural networks Gr..> 05-Apr-2025 11:16 22101622
014. Chapter 2 Derivative of a tensor operation..> 05-Apr-2025 11:16 31082157
015. Chapter 2 Chaining derivatives The Backpro..> 05-Apr-2025 11:17 23614391
016. Chapter 2 Looking back at our first exampl..> 05-Apr-2025 11:17 22822151
017. Chapter 3 Introduction to Keras and Tensor..> 05-Apr-2025 11:17 32550539
018. Chapter 3 Setting up a deep learning works..> 05-Apr-2025 11:17 19464745
019. Chapter 3 First steps with TensorFlow.mp4 05-Apr-2025 11:17 30457489
020. Chapter 3 Anatomy of a neural network Unde..> 05-Apr-2025 11:17 24825017
021. Chapter 3 The “compile” step Configuring t..> 05-Apr-2025 11:18 30163100
022. Chapter 4 Getting started with neural netw..> 05-Apr-2025 11:18 24627938
023. Chapter 4 Building your model.mp4 05-Apr-2025 11:18 28038342
024. Chapter 4 Classifying newswires A multicla..> 05-Apr-2025 11:18 23352416
025. Chapter 4 Predicting house prices A regres..> 05-Apr-2025 11:19 26761073
026. Chapter 5 Fundamentals of machine learning..> 05-Apr-2025 11:19 25938874
027. Chapter 5 The nature of generalization in ..> 05-Apr-2025 11:19 37459052
028. Chapter 5 Evaluating machine learning mode..> 05-Apr-2025 11:19 33286391
029. Chapter 5 Improving model fit.mp4 05-Apr-2025 11:19 18006790
030. Chapter 5 Improving generalization.mp4 05-Apr-2025 11:19 31637392
031. Chapter 5 Regularizing your model.mp4 05-Apr-2025 11:20 28331564
032. Chapter 6 The universal workflow of machin..> 05-Apr-2025 11:20 30998360
033. Chapter 6 Collect a dataset.mp4 05-Apr-2025 11:20 41629108
034. Chapter 6 Develop a model.mp4 05-Apr-2025 11:21 20513805
035. Chapter 6 Beat a baseline.mp4 05-Apr-2025 11:21 18523282
036. Chapter 6 Deploy the model.mp4 05-Apr-2025 11:21 36344406
037. Chapter 6 Monitor your model in the wild.mp4 05-Apr-2025 11:21 16084839
038. Chapter 7 Working with Keras A deep dive.mp4 05-Apr-2025 11:21 30196323
039. Chapter 7 Subclassing the Model class.mp4 05-Apr-2025 11:21 15646878
040. Chapter 7 Using built-in training and eval..> 05-Apr-2025 11:22 26074140
041. Chapter 7 Writing your own training and ev..> 05-Apr-2025 11:22 20504659
042. Chapter 7 Make it fast with tf.function.mp4 05-Apr-2025 11:22 16234952
043. Chapter 8 Introduction to deep learning fo..> 05-Apr-2025 11:22 18728472
044. Chapter 8 The convolution operation.mp4 05-Apr-2025 11:22 32327237
045. Chapter 8 Training a convnet from scratch ..> 05-Apr-2025 11:23 30366288
046. Chapter 8 Data preprocessing.mp4 05-Apr-2025 11:23 26871679
047. Chapter 8 Leveraging a pretrained model.mp4 05-Apr-2025 11:23 30352616
048. Chapter 8 Feature extraction with a pretra..> 05-Apr-2025 11:23 28703006
049. Chapter 9 Advanced deep learning for compu..> 05-Apr-2025 11:24 44281797
050. Chapter 9 Modern convnet architecture patt..> 05-Apr-2025 11:24 28145254
051. Chapter 9 Residual connections.mp4 05-Apr-2025 11:24 25987084
052. Chapter 9 Depthwise separable convolutions..> 05-Apr-2025 11:25 31939370
053. Chapter 9 Interpreting what convnets learn..> 05-Apr-2025 11:25 24023072
054. Chapter 9 Visualizing convnet filters.mp4 05-Apr-2025 11:26 17977963
055. Chapter 9 Visualizing heatmaps of class ac..> 05-Apr-2025 11:26 20546590
056. Chapter 10 Deep learning for timeseries.mp4 05-Apr-2025 11:26 24929574
057. Chapter 10 Preparing the data.mp4 05-Apr-2025 11:26 20479129
058. Chapter 10 Let’s try a basic machine learn..> 05-Apr-2025 11:26 20894663
059. Chapter 10 Understanding recurrent neural ..> 05-Apr-2025 11:26 18056815
060. Chapter 10 A recurrent layer in Keras.mp4 05-Apr-2025 11:26 18447677
061. Chapter 10 Advanced use of recurrent neura..> 05-Apr-2025 11:27 27223165
062. Chapter 10 Using bidirectional RNNs.mp4 05-Apr-2025 11:27 30024228
063. Chapter 11 Deep learning for text.mp4 05-Apr-2025 11:27 27152571
064. Chapter 11 Preparing text data.mp4 05-Apr-2025 11:28 20939327
065. Chapter 11 Vocabulary indexing.mp4 05-Apr-2025 11:28 22444195
066. Chapter 11 Two approaches for representing..> 05-Apr-2025 11:29 36121060
067. Chapter 11 Processing words as a sequence ..> 05-Apr-2025 11:29 32511620
068. Chapter 11 Processing words as a sequence ..> 05-Apr-2025 11:31 24454813
069. Chapter 11 The Transformer architecture.mp4 05-Apr-2025 11:32 32385015
070. Chapter 11 The Transformer encoder.mp4 05-Apr-2025 11:32 32245037
071. Chapter 11 Beyond text classification Sequ..> 05-Apr-2025 11:36 37057230
072. Chapter 11 Sequence-to-sequence learning w..> 05-Apr-2025 11:36 27062935
073. Chapter 12 Generative deep learning.mp4 05-Apr-2025 11:39 37731333
074. Chapter 12 How do you generate sequence da..> 05-Apr-2025 11:39 37821246
075. Chapter 12 A text-generation callback with..> 05-Apr-2025 11:40 27786946
076. Chapter 12 DeepDream.mp4 05-Apr-2025 11:41 27100011
077. Chapter 12 Neural style transfer.mp4 05-Apr-2025 11:44 37396478
078. Chapter 12 Generating images with variatio..> 05-Apr-2025 11:42 23512312
079. Chapter 12 Implementing a VAE with Keras.mp4 05-Apr-2025 11:45 34352199
080. Chapter 12 A bag of tricks.mp4 05-Apr-2025 11:45 27261406
081. Chapter 13 Best practices for the real wor..> 05-Apr-2025 11:46 28453926
082. Chapter 13 Hyperparameter optimization.mp4 05-Apr-2025 11:49 35459929
083. Chapter 13 Scaling-up model training.mp4 05-Apr-2025 11:48 24090734
084. Chapter 13 Multi-GPU training.mp4 05-Apr-2025 11:50 16412447
085. Chapter 13 TPU training.mp4 05-Apr-2025 11:51 19040963
086. Chapter 14 Conclusions.mp4 05-Apr-2025 11:52 38193908
087. Chapter 14 Key enabling technologies.mp4 05-Apr-2025 11:52 29681402
088. Chapter 14 Key network architectures.mp4 05-Apr-2025 11:52 27331121
089. Chapter 14 The limitations of deep learnin..> 05-Apr-2025 11:52 28784042
090. Chapter 14 Local generalization vs. extrem..> 05-Apr-2025 11:53 20234718
091. Chapter 14 The purpose of intelligence.mp4 05-Apr-2025 11:53 25395466
092. Chapter 14 Setting the course toward great..> 05-Apr-2025 11:53 32674546
093. Chapter 14 Implementing intelligence The m..> 05-Apr-2025 11:54 30339154
094. Chapter 14 The missing half of the picture..> 05-Apr-2025 11:54 23059797
095. Chapter 14 Blending together deep learning..> 05-Apr-2025 11:54 28201632
096. Chapter 14 Lifelong learning and modular s..> 05-Apr-2025 11:55 39978643
Read me.txt 05-Apr-2025 11:54 142