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| File | Size |
|---|---|
| TutsNode.com.txt | 63.00 B |
| [TGx]Downloaded from torrentgalaxy.to .txt | 585.00 B |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/1. Promo Video.mp4 | 33.92 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/1. Promo Video.srt | 1.99 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/2. Introduction To Machine Learning.mp4 | 36.62 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/2. Introduction To Machine Learning.srt | 10.90 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/1. Introduction To Machine Learning/2.1 WrittenNotes.rar | 13.15 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/10. Maximum Likelihood Estimation Review/1. Source Of Those Lectures.html | 256.00 B |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/10. Maximum Likelihood Estimation Review/2. Maximum Likelihood Estimation - Quick Overview.mp4 | 47.21 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/10. Maximum Likelihood Estimation Review/2. Maximum Likelihood Estimation - Quick Overview.srt | 12.94 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/10. Maximum Likelihood Estimation Review/3. Maximum Likelihood Estimation Of Gaussian Distribution Parameters.mp4 | 60.00 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/10. Maximum Likelihood Estimation Review/3. Maximum Likelihood Estimation Of Gaussian Distribution Parameters.srt | 10.53 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/1. The Sigmoid And Bernoulli Distribution.mp4 | 45.10 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/1. The Sigmoid And Bernoulli Distribution.srt | 7.93 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/2. The Cross Entropy Cost Function - Derivation.mp4 | 73.42 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/2. The Cross Entropy Cost Function - Derivation.srt | 16.39 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/3. The Cross Entropy & The Vanishing Gradient Problem.mp4 | 45.63 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/3. The Cross Entropy & The Vanishing Gradient Problem.srt | 9.78 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/4. Cross Entropy In Multi-Class Problems.mp4 | 55.93 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/4. Cross Entropy In Multi-Class Problems.srt | 12.38 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/5. The Softmax Activation Function.mp4 | 27.38 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/5. The Softmax Activation Function.srt | 5.00 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/6. BackPropagation Derivation For The Softmax Activation Function.mp4 | 107.45 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/6. BackPropagation Derivation For The Softmax Activation Function.srt | 18.11 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/11. Improving Neural Network Performance - Part (II)/7. Notes About Softmax.html | 1.55 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/1. Introduction To Batch Normalization - Part 1.mp4 | 61.82 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/1. Introduction To Batch Normalization - Part 1.srt | 15.08 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/2. Introduction To Batch Normalization - Part 2.mp4 | 36.34 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/2. Introduction To Batch Normalization - Part 2.srt | 8.01 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/3. Forward Pass Equations For Batch Normalization.mp4 | 55.84 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/3. Forward Pass Equations For Batch Normalization.srt | 14.00 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/4. Batch Normalization Inference.mp4 | 57.62 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/4. Batch Normalization Inference.srt | 10.11 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/5. Derivation Of Back Propagation Through Batch Normalization - Part (I).mp4 | 77.41 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/5. Derivation Of Back Propagation Through Batch Normalization - Part (I).srt | 15.11 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/6. Derivation Of Back Propagation Though Batch Normalization - Part 2.mp4 | 110.40 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/12. Batch Normalization !/6. Derivation Of Back Propagation Though Batch Normalization - Part 2.srt | 17.54 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/13. Get My Other Courses !/1. Get My Other Courses !.html | 1.88 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/1. Introduction To The Classification Problem.mp4 | 38.31 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/1. Introduction To The Classification Problem.srt | 8.56 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/10. Types Of Machine Learning.mp4 | 54.94 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/10. Types Of Machine Learning.srt | 11.91 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 | 84.11 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 | 15.22 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/2. A Simple Glimpse Of Overfitting.mp4 | 26.15 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/2. A Simple Glimpse Of Overfitting.srt | 5.88 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/3. The Perceptron Equation.mp4 | 42.41 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/3. The Perceptron Equation.srt | 9.40 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/4. Visualization Of The Perceptron Equation.mp4 | 27.12 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/4. Visualization Of The Perceptron Equation.srt | 5.53 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 | 57.60 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 | 9.37 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 | 66.69 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 | 14.52 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 | 114.75 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 | 18.27 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/8. Activation Functions.mp4 | 18.00 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/8. Activation Functions.srt | 4.84 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/9. Graphical Representation Of A Neural Network.mp4 | 24.37 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/2. The Linear Perceptron/9. Graphical Representation Of A Neural Network.srt | 6.16 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 | 97.61 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 | 18.29 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 | 111.76 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 | 16.54 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 | 69.82 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 | 13.88 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 | 68.05 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 | 11.31 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 | 93.19 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 | 19.42 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 | 33.33 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 | 6.94 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 | 92.16 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 | 17.59 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 | 26.67 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 | 3.15 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/1. The Perceptron Learning Rule - Part 1.mp4 | 22.47 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/1. The Perceptron Learning Rule - Part 1.srt | 6.69 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/2. The Perceptron Learning Rule - Part 2.mp4 | 53.44 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/2. The Perceptron Learning Rule - Part 2.srt | 13.14 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/3. Proof Perceptron Convergence Theorem - Part 1.mp4 | 101.96 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/3. Proof Perceptron Convergence Theorem - Part 1.srt | 17.80 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/4. Proof Perceptron Convergence Theorem - Part 2.mp4 | 22.93 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/4. Proof Perceptron Convergence Theorem - Part 2.srt | 5.97 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/5. Proof Perceptron Convergence Theorem - Part 3.mp4 | 48.07 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/5. Proof Perceptron Convergence Theorem - Part 3.srt | 7.60 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/6. Three Main Problems Of The Threshold Perceptron.mp4 | 30.16 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/4. Perceptron Learning !/6. Three Main Problems Of The Threshold Perceptron.srt | 7.67 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/1. The Error Function.mp4 | 61.42 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/1. The Error Function.srt | 11.92 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/2. The Sigmoid Activation Function Again.mp4 | 53.77 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/2. The Sigmoid Activation Function Again.srt | 10.42 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/3. Deriving The Gradient Descent Algorithm.mp4 | 47.76 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/3. Deriving The Gradient Descent Algorithm.srt | 11.15 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/4. Notes About Gradient Descent.mp4 | 29.69 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/4. Notes About Gradient Descent.srt | 6.56 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/5. More Notes And filling Up.mp4 | 68.25 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/5. The Gradient Descent Algorithm/5. More Notes And filling Up.srt | 12.85 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 | 66.31 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 | 14.90 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 | 26.41 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 | 4.52 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 | 51.12 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 | 7.98 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 | 117.32 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 | 14.68 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 | 127.44 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 | 16.91 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/4. Vectorization Of BackPropagation - Part 1.mp4 | 40.05 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/4. Vectorization Of BackPropagation - Part 1.srt | 6.01 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/5. Vectorization Of BackPropagation - Part 2.mp4 | 56.54 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/5. Vectorization Of BackPropagation - Part 2.srt | 10.53 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/6. Vectorization Of BackPropagation - Part 3.mp4 | 35.90 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/6. Vectorization Of BackPropagation - Part 3.srt | 5.80 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/7. Vectorization Of BackPropagation - Part 4.mp4 | 20.10 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/6. The Back-Propagation Algorithm !/7. Vectorization Of BackPropagation - Part 4.srt | 3.36 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 | 76.11 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 | 15.62 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/1. Regression, Overfitting, And Underfitting.mp4 | 76.96 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/1. Regression, Overfitting, And Underfitting.srt | 21.92 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/2. Introduction To Reglarization.mp4 | 69.84 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/2. Introduction To Reglarization.srt | 12.04 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/3. Different Ways For Regularization.mp4 | 35.73 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/3. Different Ways For Regularization.srt | 6.50 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/4. L1 vs L2 Regularization - Part 1 - Gradient Descent.mp4 | 42.44 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/4. L1 vs L2 Regularization - Part 1 - Gradient Descent.srt | 8.65 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 | 107.01 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 | 22.85 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/6. Dropout ! - Intuition.mp4 | 68.73 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/6. Dropout ! - Intuition.srt | 11.96 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/7. Dropout vs Inverted Dropout.mp4 | 47.80 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/7. Dropout vs Inverted Dropout.srt | 6.26 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/8. Dropout in a nutshell.html | 326.00 B |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/9. Cross-Validation How Do I Know I Am Overfitting Or Underfitting .mp4 | 50.68 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/7. Regularization !/9. Cross-Validation How Do I Know I Am Overfitting Or Underfitting .srt | 13.52 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/1. Class Imbalance - Why Is Accuracy Not Always The Best Metric .mp4 | 44.30 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/1. Class Imbalance - Why Is Accuracy Not Always The Best Metric .srt | 9.52 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/2. Precision - Recall , And F1 Score.mp4 | 38.81 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/2. Precision - Recall , And F1 Score.srt | 7.65 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/3. F1 Score vs Simple Average.mp4 | 26.62 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/3. F1 Score vs Simple Average.srt | 7.02 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/4. Precision-Recall Curve.mp4 | 38.50 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/4. Precision-Recall Curve.srt | 9.01 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/5. ROC and AUC.mp4 | 86.58 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/8. Model Performance Metrics !/5. ROC and AUC.srt | 18.13 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/1. Gradient Descent With Momentum - Part 1.mp4 | 45.78 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/1. Gradient Descent With Momentum - Part 1.srt | 11.93 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/10. Changing Activation Functions - Tanh - Relu - LeakyRelu.mp4 | 83.41 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/10. Changing Activation Functions - Tanh - Relu - LeakyRelu.srt | 18.78 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/2. Gradient Descent With Momentum - Part 2.mp4 | 59.47 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/2. Gradient Descent With Momentum - Part 2.srt | 15.97 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/3. Adagrad And RMSProb.mp4 | 61.16 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/3. Adagrad And RMSProb.srt | 14.44 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/4. Adam And Learning Rate Decay.mp4 | 65.60 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/4. Adam And Learning Rate Decay.srt | 15.14 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/5. The Vanishing Gradient Problem.mp4 | 46.87 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/5. The Vanishing Gradient Problem.srt | 8.04 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/6. Input Centering And Normalization - Part 1.mp4 | 25.23 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/6. Input Centering And Normalization - Part 1.srt | 6.69 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/7. Input Centering And Normalization - Part 2.mp4 | 40.33 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/7. Input Centering And Normalization - Part 2.srt | 10.17 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/8. Weight Initialization - Part 1 - The Symmetry Problem.mp4 | 41.14 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/8. Weight Initialization - Part 1 - The Symmetry Problem.srt | 9.97 kB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/9. Weight Initialization - Part 2.mp4 | 42.08 MB |
| [TutsNode.com] - College Level Neural Nets [I] - Basic Nets Math & Practice!/9. Improving Neural Network Performance - Part (I)/9. Weight Initialization - Part 2.srt | 9.93 kB |
Description
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