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Udemy - Fundamentals Of Deep Learning - Core Concepts And PyTorch
TORRENT SUMMARY
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Develop an intuitive understanding of Deep Learning
Visual and intuitive understanding of core math concepts behind Deep Learning
Detailed view of how exactly deep neural networks work beneath the hood
Computational graphs (which libraries like PyTorch and Tensorflow are built on)
Build neural networks from scratch using PyTorch and PyTorch Lightening
You’ll be ready to explore the cutting edge of AI and more advanced neural networks like CNNs, RNNs and Transformers
You'll be able to understand what deep learning experts are talking about in articles and interviews
You’ll be able to start experimenting with your own AI projects using PyTorch
Requirements
Basic Python programming knowledge
Highschool math
A strong desire to learn Deep Learning
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Deep learning - the big picture/1. Introduction.mp4
72 MB
~Get Your Files Here !/1. Deep learning - the big picture/1. Introduction.srt
6.7 KB
~Get Your Files Here !/1. Deep learning - the big picture/2. What is Machine Learning exactly.mp4
12.4 MB
~Get Your Files Here !/1. Deep learning - the big picture/2. What is Machine Learning exactly.srt
8 KB
~Get Your Files Here !/1. Deep learning - the big picture/2.1 lecture1.pdf
351 KB
~Get Your Files Here !/1. Deep learning - the big picture/3. Different types of machine learning supervised, unsupervised, and reinforcement.mp4
25.9 MB
~Get Your Files Here !/1. Deep learning - the big picture/3. Different types of machine learning supervised, unsupervised, and reinforcement.srt
17.1 KB
~Get Your Files Here !/1. Deep learning - the big picture/3.1 lecture2.pdf
1.3 MB
~Get Your Files Here !/1. Deep learning - the big picture/4. The big picture.mp4
24.3 MB
~Get Your Files Here !/1. Deep learning - the big picture/4. The big picture.srt
7.1 KB
~Get Your Files Here !/1. Deep learning - the big picture/4.1 lecture2_2.pdf
88.9 KB
~Get Your Files Here !/1. Deep learning - the big picture/5. Deep neural network as features and weights.mp4
32.7 MB
~Get Your Files Here !/1. Deep learning - the big picture/5. Deep neural network as features and weights.srt
11.5 KB
~Get Your Files Here !/1. Deep learning - the big picture/5.1 lecture2_3.pdf
486.3 KB
~Get Your Files Here !/1. Deep learning - the big picture/6. Loss functions and training vs inference.mp4
35.8 MB
~Get Your Files Here !/1. Deep learning - the big picture/6. Loss functions and training vs inference.srt
11.9 KB
~Get Your Files Here !/1. Deep learning - the big picture/6.1 lecture2_4.pdf
1004.4 KB
~Get Your Files Here !/1. Deep learning - the big picture/7. Why deep learning is unintuitive and how to get good at it.mp4
14.1 MB
~Get Your Files Here !/1. Deep learning - the big picture/7. Why deep learning is unintuitive and how to get good at it.srt
10.2 KB
~Get Your Files Here !/1. Deep learning - the big picture/7.1 lecture2_5.pdf
760.1 KB
~Get Your Files Here !/1. Deep learning - the big picture/8. How to make neural networks feel intuitive.mp4
18.3 MB
~Get Your Files Here !/1. Deep learning - the big picture/8. How to make neural networks feel intuitive.srt
8.3 KB
~Get Your Files Here !/1. Deep learning - the big picture/8.1 lecture2_6.pdf
1.5 MB
~Get Your Files Here !/1. Deep learning - the big picture/9. Course overview.mp4
13.8 MB
~Get Your Files Here !/1. Deep learning - the big picture/9. Course overview.srt
9.7 KB
~Get Your Files Here !/1. Deep learning - the big picture/9.1 lecture2_7.pdf
931.7 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/1. Linear regression and MSE loss.mp4
18 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/1. Linear regression and MSE loss.srt
11 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/1.1 lecture3.pdf
1.3 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/10. Scalability and emergent properties.mp4
25.4 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/10. Scalability and emergent properties.srt
12.8 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/10.1 lecture12.pdf
846.3 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/11. Recap of the forward pass and brief introduction to backward pass.mp4
11.3 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/11. Recap of the forward pass and brief introduction to backward pass.srt
6.5 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/11.1 lecture13.pdf
525.4 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/2. Numerical analysis - a.k.a. “trial-and-error”.mp4
18.8 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/2. Numerical analysis - a.k.a. “trial-and-error”.srt
10.5 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/2.1 lecture4.pdf
751.9 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/3. Network view.mp4
45.3 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/3. Network view.srt
17.1 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/3.1 lecture5.pdf
863.8 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/4. Perceptrons.mp4
15.5 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/4. Perceptrons.srt
9.8 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/4.1 lecture6.pdf
934.7 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/5. The “Deep” in deep learning.mp4
25.1 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/5. The “Deep” in deep learning.srt
11.6 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/5.1 lecture7.pdf
1.2 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/6. Activation Function.mp4
17.5 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/6. Activation Function.srt
11.6 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/6.1 lecture8.pdf
899.8 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/7. Overparameterization and overfitting.mp4
20 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/7. Overparameterization and overfitting.srt
10.5 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/7.1 lecture9.pdf
988.9 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/8. Linear Algebra detour.mp4
33.1 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/8. Linear Algebra detour.srt
18.9 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/8.1 lecture10.pdf
838.4 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/9. Vectorization (= parallelization).mp4
29.3 MB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/9. Vectorization (= parallelization).srt
13.7 KB
~Get Your Files Here !/2. Reinventing deep neural network from scratch/9.1 lecture11.pdf
1002.8 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/1. The back propagation algorithm.mp4
14.4 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/1. The back propagation algorithm.srt
8.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/10. Computational graph III - backward pass II.mp4
63.5 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/10. Computational graph III - backward pass II.srt
14.5 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/10.1 lecture20_2.pdf
578.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/11. Computational graph IV - backward pass III.mp4
82.7 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/11. Computational graph IV - backward pass III.srt
23.4 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/11.1 lecture21.pdf
1.1 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/12. Forward and backward pass recap and wrap up.mp4
46 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/12. Forward and backward pass recap and wrap up.srt
13.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/12.1 lecture22.pdf
1.2 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/2. Calculus detour.mp4
37.1 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/2. Calculus detour.srt
17.6 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/2.1 lecture15.pdf
1.3 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/3. Calculus detour II.mp4
15.9 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/3. Calculus detour II.srt
10.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/3.1 lecture15_2.pdf
844.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/4. Gradient descent.mp4
101 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/4. Gradient descent.srt
23.6 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/4.1 lecture16.pdf
929.5 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/5. Calculus detour - partial derivatives and gradient descent.mp4
42.2 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/5. Calculus detour - partial derivatives and gradient descent.srt
11.2 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/5.1 lecture17.pdf
1.3 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/6. Calculus detour - the Chain Rule.mp4
38.2 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/6. Calculus detour - the Chain Rule.srt
20.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/6.1 lecture18.pdf
1.4 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/7. Calculus detour - the Chain Rule II.mp4
36.4 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/7. Calculus detour - the Chain Rule II.srt
21.1 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/7.1 lecture18_2.pdf
1.2 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/8. Computational graph I - forward pass.mp4
15.1 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/8. Computational graph I - forward pass.srt
8.6 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/8.1 lecture19.pdf
503.6 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/9. Computational graph II - backward pass.mp4
48.1 MB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/9. Computational graph II - backward pass.srt
13.5 KB
~Get Your Files Here !/3. How the model learns on its own - Back Propagation algorithm deep-div/9.1 lecture20.pdf
592.6 KB
~Get Your Files Here !/4. How to make neural networks work in reality/1. Vanishing gradient problem.mp4
38.3 MB
~Get Your Files Here !/4. How to make neural networks work in reality/1. Vanishing gradient problem.srt
20.9 KB
~Get Your Files Here !/4. How to make neural networks work in reality/1.1 lecture23.pdf
1.6 MB
~Get Your Files Here !/4. How to make neural networks work in reality/10. Overfitting II - regularization and drop out.mp4
