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College Level Neural Nets [I] - Basic Nets Math & Practice!
TORRENT SUMMARY
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Deep Learning is surely one of the hottest topics nowadays, with a tremendous amount of practical applications in many many fields.Those applications include, without being limited to, image classification, object detection, action recognition in videos, motion synthesis, machine translation, self-driving cars, speech recognition, speech and video generation, natural language processing and understanding, robotics, and many many more.
Now you might be wondering :
There is a very large number of courses well-explaining deep learning, why should I prefer this specific course over them ?
The answer is : You shouldn’t ! Most of the other courses heavily focus on “Programming” deep learning applications as fast as possible, without giving detailed explanations on the underlying mathematical foundations that the field of deep learning was built upon. And this is exactly the gap that my course is designed to cover. It is designed to be used hand in hand with other programming courses, not to replace them.
Since this series is heavily mathematical, I will refer many many times during my explanations to sections from my own college level linear algebra course. In general, being quite familiar with linear algebra is a real prerequisite for this course.
Please have a look at the course syllables, and remember : This is only part (I) of the deep learning series!
Who this course is for:
Deep Learning Engineers Or College Students Who Want To Gain Deep Mathematical Understanding Of The Topic
Requirements
You Should Be Familiar With College Level Linear Algebra [Advanced]
You Should Be Familiar With Multi-Variable Calculus And Chain-Rule
You Should Be Famililar With Basic Probability
Last Updated 11/2020
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
TutsNode.com.txt
63 B
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/1. Promo Video.mp4
33.9 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/1. Promo Video.srt
2 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/2. Introduction To Machine Learning.mp4
36.6 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/2. Introduction To Machine Learning.srt
10.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/2.1 WrittenNotes.rar
13.2 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/1. Introduction To The Classification Problem.mp4
38.3 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/1. Introduction To The Classification Problem.srt
8.6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/10. Types Of Machine Learning.mp4
54.9 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/10. Types Of Machine Learning.srt
11.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/11. Solved Example (I) Single Layer Perceptron Designed Graphically.mp4
84.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/11. Solved Example (I) Single Layer Perceptron Designed Graphically.srt
15.2 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/2. A Simple Glimpse Of Overfitting.mp4
26.2 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/2. A Simple Glimpse Of Overfitting.srt
5.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/3. The Perceptron Equation.mp4
42.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/3. The Perceptron Equation.srt
9.4 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/4. Visualization Of The Perceptron Equation.mp4
27.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/4. Visualization Of The Perceptron Equation.srt
5.5 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/5. Proof Weight Vector Is Perpendicular To The Decision Boundary.mp4
57.6 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/5. Proof Weight Vector Is Perpendicular To The Decision Boundary.srt
9.4 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/6. More Visualization For The Perceptron Weights - I.mp4
66.7 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/6. More Visualization For The Perceptron Weights - I.srt
14.5 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/7. More Visualization Of The Perceptron Weights - II.mp4
114.8 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/7. More Visualization Of The Perceptron Weights - II.srt
18.3 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/8. Activation Functions.mp4
18 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/8. Activation Functions.srt
4.8 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/9. Graphical Representation Of A Neural Network.mp4
24.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/9. Graphical Representation Of A Neural Network.srt
6.2 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/1. Introduction To Multi-Layer Perceptrons.mp4
97.6 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/1. Introduction To Multi-Layer Perceptrons.srt
18.3 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/2. Solved Example (II) MLP Design Graphically.mp4
111.8 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/2. Solved Example (II) MLP Design Graphically.srt
16.5 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/3. Intuition Of Multi-Layer Perceptrons - Part 1.mp4
69.8 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/3. Intuition Of Multi-Layer Perceptrons - Part 1.srt
13.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/4. Intuition Of Multi-Layer Perceptrons - Part 2.mp4
68 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/4. Intuition Of Multi-Layer Perceptrons - Part 2.srt
11.3 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/5. The XOR Problem - Part 1.mp4
93.2 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/5. The XOR Problem - Part 1.srt
19.4 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/6. The XOR Problem - Part 2.mp4
33.3 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/6. The XOR Problem - Part 2.srt
6.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/7. MultiClass Classification And The Sigmoid Activation.mp4
92.2 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/7. MultiClass Classification And The Sigmoid Activation.srt
17.6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/8. Vectorized Notation And The Weight Matrix.mp4
26.7 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/3. Non-Linearly Separable Data And The Multi Layer Perceptron (MLP)/8. Vectorized Notation And The Weight Matrix.srt
3.1 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/1. The Perceptron Learning Rule - Part 1.mp4
22.5 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/1. The Perceptron Learning Rule - Part 1.srt
6.7 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/2. The Perceptron Learning Rule - Part 2.mp4
53.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/2. The Perceptron Learning Rule - Part 2.srt
13.1 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/3. Proof Perceptron Convergence Theorem - Part 1.mp4
102 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/3. Proof Perceptron Convergence Theorem - Part 1.srt
17.8 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/4. Proof Perceptron Convergence Theorem - Part 2.mp4
22.9 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/4. Proof Perceptron Convergence Theorem - Part 2.srt
6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/5. Proof Perceptron Convergence Theorem - Part 3.mp4
48.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/5. Proof Perceptron Convergence Theorem - Part 3.srt
7.6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/6. Three Main Problems Of The Threshold Perceptron.mp4
30.2 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/6. Three Main Problems Of The Threshold Perceptron.srt
7.7 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/1. The Error Function.mp4
61.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/1. The Error Function.srt
11.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/2. The Sigmoid Activation Function Again.mp4
53.8 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/2. The Sigmoid Activation Function Again.srt
10.4 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/3. Deriving The Gradient Descent Algorithm.mp4
47.8 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/3. Deriving The Gradient Descent Algorithm.srt
11.1 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/4. Notes About Gradient Descent.mp4
29.7 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/4. Notes About Gradient Descent.srt
6.6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/5. More Notes And filling Up.mp4
68.3 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/5. More Notes And filling Up.srt
12.8 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/6. Solved Example (III) Gradient Descent Convergence.mp4
66.3 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/6. Solved Example (III) Gradient Descent Convergence.srt
14.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/7. Solved Example (IIII) MLP With Linear Activations.mp4
26.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/7. Solved Example (IIII) MLP With Linear Activations.srt
4.5 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/1. Derivation Of Back Propagation - Part 1.mp4
51.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/1. Derivation Of Back Propagation - Part 1.srt
8 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/2. Derivation Of Back Propagation - Part 2.mp4
117.3 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/2. Derivation Of Back Propagation - Part 2.srt
14.7 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/3. Derivation Of Back Propagation - Part 3.mp4
127.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/3. Derivation Of Back Propagation - Part 3.srt
16.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/4. Vectorization Of BackPropagation - Part 1.mp4
40.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/4. Vectorization Of BackPropagation - Part 1.srt
6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/5. Vectorization Of BackPropagation - Part 2.mp4
56.5 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/5. Vectorization Of BackPropagation - Part 2.srt
10.5 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/6. Vectorization Of BackPropagation - Part 3.mp4
35.9 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/6. Vectorization Of BackPropagation - Part 3.srt
5.8 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/7. Vectorization Of BackPropagation - Part 4.mp4
20.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/7. Vectorization Of BackPropagation - Part 4.srt
3.4 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/8. Vectorization Of BackPropagation - Part 5 - Batch Vectorization.mp4
76.1 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/8. Vectorization Of BackPropagation - Part 5 - Batch Vectorization.srt
15.6 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/1. Regression, Overfitting, And Underfitting.mp4
77 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/1. Regression, Overfitting, And Underfitting.srt
21.9 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/2. Introduction To Reglarization.mp4
69.8 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/2. Introduction To Reglarization.srt
12 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/3. Different Ways For Regularization.mp4
35.7 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/3. Different Ways For Regularization.srt
6.5 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/4. L1 vs L2 Regularization - Part 1 - Gradient Descent.mp4
42.4 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/4. L1 vs L2 Regularization - Part 1 - Gradient Descent.srt
8.7 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/5. L1 vs L2 Regularization -Part 2 - Numerical, Intuitive, And Graphical Comparison.mp4
107 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/5. L1 vs L2 Regularization -Part 2 - Numerical, Intuitive, And Graphical Comparison.srt
22.8 KB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/6. Dropout ! - Intuition.mp4
68.7 MB
[TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/6. Dropout ! - Intuition.srt
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