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文档个数：152个文档
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最近下载：2025-04-13
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~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/009 Train an MNIST model using PyTorch Lightning II.mp4 124.2 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/010 Next steps.mp4 115.9 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/007 Train an MNIST model using PyTorch's nn module II.mp4 107.1 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/004 Train an MNIST model from scratch in plain PyTorch III.mp4 107.0 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/004 Gradient descent.mp4 105.9 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/003 Train an MNIST model from scratch in plain PyTorch II.mp4 101.0 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/002 Train an MNIST model from scratch in plain PyTorch I.mp4 100.9 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/006 Train an MNIST model using PyTorch's nn module I.mp4 89.1 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/008 Train an MNIST model using PyTorch Lightning I.mp4 87.0 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/011 Computational graph IV - backward pass III.mp4 86.8 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/005 Train an MNIST model from scratch in plain PyTorch IV.mp4 79.3 MB
~Get Your Files Here !/01 Deep learning - the big picture/001 Introduction.mp4 75.5 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/010 Computational graph III - backward pass II.mp4 66.6 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/009 Computational graph II - backward pass.mp4 50.4 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/012 Forward and backward pass recap and wrap up.mp4 48.2 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/003 Network view.mp4 47.6 MB
~Get Your Files Here !/04 How to make neural networks work in reality/008 Batch normalization.mp4 46.0 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/005 Calculus detour - partial derivatives and gradient descent.mp4 44.2 MB
~Get Your Files Here !/04 How to make neural networks work in reality/004 Stochastic and mini-batch gradient descent.mp4 41.6 MB
~Get Your Files Here !/04 How to make neural networks work in reality/001 Vanishing gradient problem.mp4 40.2 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/006 Calculus detour - the Chain Rule.mp4 40.1 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/002 Calculus detour.mp4 38.9 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/007 Calculus detour - the Chain Rule II.mp4 38.2 MB
~Get Your Files Here !/01 Deep learning - the big picture/006 Loss functions and training vs inference.mp4 37.5 MB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/001 Setting up a coding environment using Anaconda and Jupyter Notebook in Vscode.mp4 35.2 MB
~Get Your Files Here !/04 How to make neural networks work in reality/005 Other optimizers I.mp4 34.9 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/008 Linear Algebra detour.mp4 34.7 MB
~Get Your Files Here !/01 Deep learning - the big picture/005 Deep neural network as features and weights.mp4 34.3 MB
~Get Your Files Here !/04 How to make neural networks work in reality/009 Overfitting I - problem and solution overview.mp4 32.7 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/009 Vectorization (= parallelization).mp4 30.7 MB
~Get Your Files Here !/04 How to make neural networks work in reality/011 Softmax activation.mp4 30.2 MB
~Get Your Files Here !/04 How to make neural networks work in reality/007 Hyperparameter tuning strategies.mp4 29.1 MB
~Get Your Files Here !/04 How to make neural networks work in reality/013 Cross entropy loss.mp4 27.2 MB
~Get Your Files Here !/01 Deep learning - the big picture/003 Different types of machine learning_ supervised, unsupervised, and reinforcement.mp4 27.1 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/010 Scalability and emergent properties.mp4 26.7 MB
~Get Your Files Here !/04 How to make neural networks work in reality/010 Overfitting II - regularization and drop out.mp4 26.6 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/005 The “Deep” in deep learning.mp4 26.3 MB
~Get Your Files Here !/01 Deep learning - the big picture/004 The big picture.mp4 25.5 MB
~Get Your Files Here !/04 How to make neural networks work in reality/002 Vanishing gradient solutions I.mp4 23.5 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/007 Overparameterization and overfitting.mp4 21.0 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/002 Numerical analysis - a.k.a. “trial-and-error”.mp4 19.7 MB
~Get Your Files Here !/01 Deep learning - the big picture/008 How to make neural networks feel intuitive.mp4 19.2 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/001 Linear regression and MSE loss.mp4 18.8 MB
~Get Your Files Here !/04 How to make neural networks work in reality/003 Vanishing gradient solutions II.mp4 18.4 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/006 Activation Function.mp4 18.4 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/003 Calculus detour II.mp4 16.6 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/004 Perceptrons.mp4 16.3 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/008 Computational graph I - forward pass.mp4 15.8 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/001 The back propagation algorithm.mp4 15.1 MB
~Get Your Files Here !/01 Deep learning - the big picture/007 Why deep learning is unintuitive and how to get good at it.mp4 14.8 MB
~Get Your Files Here !/01 Deep learning - the big picture/009 Course overview.mp4 14.4 MB
~Get Your Files Here !/01 Deep learning - the big picture/002 What is Machine Learning exactly_.mp4 13.0 MB
~Get Your Files Here !/04 How to make neural networks work in reality/012 Loss functions.mp4 12.2 MB
~Get Your Files Here !/04 How to make neural networks work in reality/006 Other optimizers II.mp4 12.2 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/011 Recap of the forward pass and brief introduction to backward pass.mp4 11.8 MB
~Get Your Files Here !/04 How to make neural networks work in reality/033 lecture23.pdf 1.7 MB
~Get Your Files Here !/04 How to make neural networks work in reality/041 lecture29.pdf 1.6 MB
~Get Your Files Here !/01 Deep learning - the big picture/008 lecture2_6.pdf 1.5 MB
~Get Your Files Here !/04 How to make neural networks work in reality/042 lecture30.pdf 1.5 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/026 lecture18.pdf 1.5 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/022 lecture15.pdf 1.4 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/010 lecture3.pdf 1.4 MB
~Get Your Files Here !/01 Deep learning - the big picture/003 lecture2.pdf 1.3 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/025 lecture17.pdf 1.3 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/014 lecture7.pdf 1.3 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/032 lecture22.pdf 1.2 MB
~Get Your Files Here !/04 How to make neural networks work in reality/036 lecture25.pdf 1.2 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/027 lecture18_2.pdf 1.2 MB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/031 lecture21.pdf 1.2 MB
~Get Your Files Here !/04 How to make neural networks work in reality/034 lecture24.pdf 1.1 MB
~Get Your Files Here !/01 Deep learning - the big picture/006 lecture2_4.pdf 1.0 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/018 lecture11.pdf 1.0 MB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/016 lecture9.pdf 1.0 MB
~Get Your Files Here !/04 How to make neural networks work in reality/040 lecture28.pdf 975.2 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/013 lecture6.pdf 957.1 kB
~Get Your Files Here !/01 Deep learning - the big picture/009 lecture2_7.pdf 954.1 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/024 lecture16.pdf 951.8 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/015 lecture8.pdf 921.4 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/012 lecture5.pdf 884.6 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/019 lecture12.pdf 866.7 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/023 lecture15_2.pdf 864.3 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/017 lecture10.pdf 858.5 kB
~Get Your Files Here !/04 How to make neural networks work in reality/035 lecture24_2.pdf 782.5 kB
~Get Your Files Here !/01 Deep learning - the big picture/007 lecture2_5.pdf 778.4 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/011 lecture4.pdf 770.0 kB
~Get Your Files Here !/04 How to make neural networks work in reality/039 lecture27.pdf 738.1 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/029 lecture20.pdf 606.8 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/030 lecture20_2.pdf 591.9 kB
~Get Your Files Here !/04 How to make neural networks work in reality/037 lecture26.pdf 550.3 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/020 lecture13.pdf 538.0 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/028 lecture19.pdf 515.7 kB
~Get Your Files Here !/01 Deep learning - the big picture/005 lecture2_3.pdf 498.0 kB
~Get Your Files Here !/01 Deep learning - the big picture/002 lecture1.pdf 359.4 kB
~Get Your Files Here !/04 How to make neural networks work in reality/038 lecture26_2.pdf 312.6 kB
~Get Your Files Here !/01 Deep learning - the big picture/004 lecture2_2.pdf 91.0 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/010 Next steps.en.srt 30.2 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/004 Gradient descent.en.srt 25.1 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/011 Computational graph IV - backward pass III.en.srt 25.0 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/007 Train an MNIST model using PyTorch's nn module II.en.srt 24.2 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/009 Train an MNIST model using PyTorch Lightning II.en.srt 24.1 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/004 Train an MNIST model from scratch in plain PyTorch III.en.srt 24.0 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/005 Train an MNIST model from scratch in plain PyTorch IV.en.srt 23.6 kB
~Get Your Files Here !/04 How to make neural networks work in reality/004 Stochastic and mini-batch gradient descent.en.srt 23.3 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/006 Train an MNIST model using PyTorch's nn module I.en.srt 22.6 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/007 Calculus detour - the Chain Rule II.en.srt 22.5 kB
~Get Your Files Here !/04 How to make neural networks work in reality/001 Vanishing gradient problem.en.srt 22.2 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/006 Calculus detour - the Chain Rule.en.srt 21.5 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/002 Train an MNIST model from scratch in plain PyTorch I.en.srt 20.9 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/008 Linear Algebra detour.en.srt 20.1 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/002 Calculus detour.en.srt 18.8 kB
~Get Your Files Here !/04 How to make neural networks work in reality/002 Vanishing gradient solutions I.en.srt 18.4 kB
~Get Your Files Here !/04 How to make neural networks work in reality/009 Overfitting I - problem and solution overview.en.srt 18.3 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/003 Network view.en.srt 18.2 kB
~Get Your Files Here !/01 Deep learning - the big picture/003 Different types of machine learning_ supervised, unsupervised, and reinforcement.en.srt 18.2 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/003 Train an MNIST model from scratch in plain PyTorch II.en.srt 17.8 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/008 Train an MNIST model using PyTorch Lightning I.en.srt 17.3 kB
~Get Your Files Here !/04 How to make neural networks work in reality/013 Cross entropy loss.en.srt 16.2 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/010 Computational graph III - backward pass II.en.srt 15.4 kB
~Get Your Files Here !/04 How to make neural networks work in reality/010 Overfitting II - regularization and drop out.en.srt 15.3 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/009 Vectorization (= parallelization).en.srt 14.6 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/009 Computational graph II - backward pass.en.srt 14.4 kB
~Get Your Files Here !/04 How to make neural networks work in reality/008 Batch normalization.en.srt 14.3 kB
~Get Your Files Here !/04 How to make neural networks work in reality/005 Other optimizers I.en.srt 14.1 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/012 Forward and backward pass recap and wrap up.en.srt 13.9 kB
~Get Your Files Here !/04 How to make neural networks work in reality/011 Softmax activation.en.srt 13.8 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/010 Scalability and emergent properties.en.srt 13.6 kB
~Get Your Files Here !/04 How to make neural networks work in reality/007 Hyperparameter tuning strategies.en.srt 12.8 kB
~Get Your Files Here !/01 Deep learning - the big picture/006 Loss functions and training vs inference.en.srt 12.6 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/006 Activation Function.en.srt 12.3 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/005 The “Deep” in deep learning.en.srt 12.3 kB
~Get Your Files Here !/01 Deep learning - the big picture/005 Deep neural network as features and weights.en.srt 12.3 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/005 Calculus detour - partial derivatives and gradient descent.en.srt 12.0 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/001 Linear regression and MSE loss.en.srt 11.7 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/007 Overparameterization and overfitting.en.srt 11.2 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/002 Numerical analysis - a.k.a. “trial-and-error”.en.srt 11.1 kB
~Get Your Files Here !/01 Deep learning - the big picture/007 Why deep learning is unintuitive and how to get good at it.en.srt 10.8 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/003 Calculus detour II.en.srt 10.8 kB
~Get Your Files Here !/04 How to make neural networks work in reality/003 Vanishing gradient solutions II.en.srt 10.5 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/004 Perceptrons.en.srt 10.5 kB
~Get Your Files Here !/01 Deep learning - the big picture/009 Course overview.en.srt 10.2 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/008 Computational graph I - forward pass.en.srt 9.2 kB
~Get Your Files Here !/04 How to make neural networks work in reality/012 Loss functions.en.srt 8.9 kB
~Get Your Files Here !/01 Deep learning - the big picture/008 How to make neural networks feel intuitive.en.srt 8.8 kB
~Get Your Files Here !/03 How the model learns on its own - Back Propagation algorithm deep-div/001 The back propagation algorithm.en.srt 8.6 kB
~Get Your Files Here !/01 Deep learning - the big picture/002 What is Machine Learning exactly_.en.srt 8.5 kB
~Get Your Files Here !/05 Coding deep neural networks in PyTorch and PyTorch Lightning/001 Setting up a coding environment using Anaconda and Jupyter Notebook in Vscode.en.srt 8.0 kB
~Get Your Files Here !/04 How to make neural networks work in reality/006 Other optimizers II.en.srt 8.0 kB
~Get Your Files Here !/01 Deep learning - the big picture/004 The big picture.en.srt 7.5 kB
~Get Your Files Here !/01 Deep learning - the big picture/001 Introduction.en.srt 7.2 kB
~Get Your Files Here !/02 Reinventing deep neural network from scratch/011 Recap of the forward pass and brief introduction to backward pass.en.srt 6.9 kB
~Get Your Files Here !/Bonus Resources.txt 357 Bytes
Get Bonus Downloads Here.url 183 Bytes

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