Arquivo | Tamanho |
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1. What is Machine Learning/1. Getting Started - How to Get Help.mp4 | 8.35 MB |
1. What is Machine Learning/1. Getting Started - How to Get Help.vtt | 1.55 kB |
1. What is Machine Learning/2. Solving Machine Learning Problems.mp4 | 62.77 MB |
1. What is Machine Learning/2. Solving Machine Learning Problems.vtt | 8.19 kB |
1. What is Machine Learning/3. A Complete Walkthrough.mp4 | 109.13 MB |
1. What is Machine Learning/3. A Complete Walkthrough.vtt | 13.34 kB |
1. What is Machine Learning/4. App Setup.mp4 | 19.27 MB |
1. What is Machine Learning/4. App Setup.vtt | 3.03 kB |
1. What is Machine Learning/5. Problem Outline.mp4 | 31.21 MB |
1. What is Machine Learning/5. Problem Outline.vtt | 4.31 kB |
1. What is Machine Learning/6. Identifying Relevant Data.mp4 | 33.91 MB |
1. What is Machine Learning/6. Identifying Relevant Data.vtt | 5.88 kB |
1. What is Machine Learning/7. Dataset Structures.mp4 | 48.25 MB |
1. What is Machine Learning/7. Dataset Structures.vtt | 8.12 kB |
1. What is Machine Learning/8. Recording Observation Data.mp4 | 32.74 MB |
1. What is Machine Learning/8. Recording Observation Data.vtt | 5.34 kB |
1. What is Machine Learning/9. What Type of Problem.mp4 | 47.03 MB |
1. What is Machine Learning/9. What Type of Problem.vtt | 6.74 kB |
10. Natural Binary Classification/1. Introducing Logistic Regression.mp4 | 23.45 MB |
10. Natural Binary Classification/1. Introducing Logistic Regression.vtt | 3.45 kB |
10. Natural Binary Classification/10. Encoding Label Values.mp4 | 48.58 MB |
10. Natural Binary Classification/10. Encoding Label Values.vtt | 6.03 kB |
10. Natural Binary Classification/11. Updating Linear Regression for Logistic Regression.mp4 | 70.30 MB |
10. Natural Binary Classification/11. Updating Linear Regression for Logistic Regression.vtt | 9.80 kB |
10. Natural Binary Classification/12. The Sigmoid Equation with Logistic Regression.mp4 | 32.78 MB |
10. Natural Binary Classification/12. The Sigmoid Equation with Logistic Regression.vtt | 5.99 kB |
10. Natural Binary Classification/13. A Touch More Refactoring.mp4 | 87.42 MB |
10. Natural Binary Classification/13. A Touch More Refactoring.vtt | 10.38 kB |
10. Natural Binary Classification/14. Gauging Classification Accuracy.mp4 | 36.70 MB |
10. Natural Binary Classification/14. Gauging Classification Accuracy.vtt | 4.81 kB |
10. Natural Binary Classification/15. Implementing a Test Function.mp4 | 54.71 MB |
10. Natural Binary Classification/15. Implementing a Test Function.vtt | 7.46 kB |
10. Natural Binary Classification/16. Variable Decision Boundaries.mp4 | 68.32 MB |
10. Natural Binary Classification/16. Variable Decision Boundaries.vtt | 10.06 kB |
10. Natural Binary Classification/17. Mean Squared Error vs Cross Entropy.mp4 | 60.20 MB |
10. Natural Binary Classification/17. Mean Squared Error vs Cross Entropy.vtt | 7.86 kB |
10. Natural Binary Classification/18. Refactoring with Cross Entropy.mp4 | 49.45 MB |
10. Natural Binary Classification/18. Refactoring with Cross Entropy.vtt | 7.18 kB |
10. Natural Binary Classification/19. Finishing the Cost Refactor.mp4 | 49.09 MB |
10. Natural Binary Classification/19. Finishing the Cost Refactor.vtt | 5.96 kB |
10. Natural Binary Classification/2. Logistic Regression in Action.mp4 | 61.07 MB |
10. Natural Binary Classification/2. Logistic Regression in Action.vtt | 9.49 kB |
10. Natural Binary Classification/20. Plotting Changing Cost History.mp4 | 42.95 MB |
10. Natural Binary Classification/20. Plotting Changing Cost History.vtt | 4.95 kB |
10. Natural Binary Classification/3. Bad Equation Fits.mp4 | 55.40 MB |
10. Natural Binary Classification/3. Bad Equation Fits.vtt | 7.62 kB |
10. Natural Binary Classification/4. The Sigmoid Equation.mp4 | 45.44 MB |
10. Natural Binary Classification/4. The Sigmoid Equation.vtt | 6.42 kB |
10. Natural Binary Classification/5. Decision Boundaries.mp4 | 79.18 MB |
10. Natural Binary Classification/5. Decision Boundaries.vtt | 10.56 kB |
10. Natural Binary Classification/6. Changes for Logistic Regression.mp4 | 12.49 MB |
10. Natural Binary Classification/6. Changes for Logistic Regression.vtt | 1.76 kB |
10. Natural Binary Classification/7. Project Setup for Logistic Regression.mp4 | 59.40 MB |
10. Natural Binary Classification/7. Project Setup for Logistic Regression.vtt | 8.14 kB |
10. Natural Binary Classification/8. Project Download.html | 215.00 B |
10. Natural Binary Classification/8.1 regressions.zip.zip | 34.30 kB |
10. Natural Binary Classification/9. Importing Vehicle Data.mp4 | 38.95 MB |
10. Natural Binary Classification/9. Importing Vehicle Data.vtt | 5.85 kB |
11. Multi-Value Classification/1. Multinominal Logistic Regression.mp4 | 25.00 MB |
11. Multi-Value Classification/1. Multinominal Logistic Regression.vtt | 3.16 kB |
11. Multi-Value Classification/10. Sigmoid vs Softmax.mp4 | 62.75 MB |
11. Multi-Value Classification/10. Sigmoid vs Softmax.vtt | 8.64 kB |
11. Multi-Value Classification/11. Refactoring Sigmoid to Softmax.mp4 | 48.87 MB |
11. Multi-Value Classification/11. Refactoring Sigmoid to Softmax.vtt | 6.50 kB |
11. Multi-Value Classification/12. Implementing Accuracy Gauges.mp4 | 28.71 MB |
11. Multi-Value Classification/12. Implementing Accuracy Gauges.vtt | 3.76 kB |
11. Multi-Value Classification/13. Calculating Accuracy.mp4 | 31.30 MB |
11. Multi-Value Classification/13. Calculating Accuracy.vtt | 4.46 kB |
11. Multi-Value Classification/2. A Smart Refactor to Multinominal Analysis.mp4 | 49.97 MB |
11. Multi-Value Classification/2. A Smart Refactor to Multinominal Analysis.vtt | 7.26 kB |
11. Multi-Value Classification/3. A Smarter Refactor!.mp4 | 38.29 MB |
11. Multi-Value Classification/3. A Smarter Refactor!.vtt | 5.24 kB |
11. Multi-Value Classification/4. A Single Instance Approach.mp4 | 103.56 MB |
11. Multi-Value Classification/4. A Single Instance Approach.vtt | 13.46 kB |
11. Multi-Value Classification/5. Refactoring to Multi-Column Weights.mp4 | 48.49 MB |
11. Multi-Value Classification/5. Refactoring to Multi-Column Weights.vtt | 6.69 kB |
11. Multi-Value Classification/6. A Problem to Test Multinominal Classification.mp4 | 48.45 MB |
11. Multi-Value Classification/6. A Problem to Test Multinominal Classification.vtt | 6.33 kB |
11. Multi-Value Classification/7. Classifying Continuous Values.mp4 | 44.55 MB |
11. Multi-Value Classification/7. Classifying Continuous Values.vtt | 6.18 kB |
11. Multi-Value Classification/8. Training a Multinominal Model.mp4 | 66.09 MB |
11. Multi-Value Classification/8. Training a Multinominal Model.vtt | 8.62 kB |
11. Multi-Value Classification/9. Marginal vs Conditional Probability.mp4 | 95.18 MB |
11. Multi-Value Classification/9. Marginal vs Conditional Probability.vtt | 14.02 kB |
12. Image Recognition In Action/1. Handwriting Recognition.mp4 | 24.69 MB |
12. Image Recognition In Action/1. Handwriting Recognition.vtt | 3.15 kB |
12. Image Recognition In Action/10. Backfilling Variance.mp4 | 25.72 MB |
12. Image Recognition In Action/10. Backfilling Variance.vtt | 3.57 kB |
12. Image Recognition In Action/2. Greyscale Values.mp4 | 55.35 MB |
12. Image Recognition In Action/2. Greyscale Values.vtt | 7.02 kB |
12. Image Recognition In Action/3. Many Features.mp4 | 44.76 MB |
12. Image Recognition In Action/3. Many Features.vtt | 4.74 kB |
12. Image Recognition In Action/4. Flattening Image Data.mp4 | 57.76 MB |
12. Image Recognition In Action/4. Flattening Image Data.vtt | 7.80 kB |
12. Image Recognition In Action/5. Encoding Label Values.mp4 | 62.00 MB |
12. Image Recognition In Action/5. Encoding Label Values.vtt | 7.42 kB |
12. Image Recognition In Action/6. Implementing an Accuracy Gauge.mp4 | 79.94 MB |
12. Image Recognition In Action/6. Implementing an Accuracy Gauge.vtt | 10.01 kB |
12. Image Recognition In Action/7. Unchanging Accuracy.mp4 | 20.30 MB |
12. Image Recognition In Action/7. Unchanging Accuracy.vtt | 2.89 kB |
12. Image Recognition In Action/8. Debugging the Calculation Process.mp4 | 89.05 MB |
12. Image Recognition In Action/8. Debugging the Calculation Process.vtt | 11.31 kB |
12. Image Recognition In Action/9. Dealing with Zero Variances.mp4 | 47.90 MB |
12. Image Recognition In Action/9. Dealing with Zero Variances.vtt | 8.78 kB |
13. Performance Optimization/1. Handing Large Datasets.mp4 | 44.46 MB |
13. Performance Optimization/1. Handing Large Datasets.vtt | 6.17 kB |
13. Performance Optimization/10. Tensorflow's Eager Memory Usage.mp4 | 46.81 MB |
13. Performance Optimization/10. Tensorflow's Eager Memory Usage.vtt | 6.14 kB |
13. Performance Optimization/11. Cleaning up Tensors with Tidy.mp4 | 24.26 MB |
13. Performance Optimization/11. Cleaning up Tensors with Tidy.vtt | 3.86 kB |
13. Performance Optimization/12. Implementing TF Tidy.mp4 | 37.60 MB |
13. Performance Optimization/12. Implementing TF Tidy.vtt | 4.77 kB |
13. Performance Optimization/13. Tidying the Training Loop.mp4 | 45.99 MB |
13. Performance Optimization/13. Tidying the Training Loop.vtt | 5.48 kB |
13. Performance Optimization/14. Measuring Reduced Memory Usage.mp4 | 18.11 MB |
13. Performance Optimization/14. Measuring Reduced Memory Usage.vtt | 2.19 kB |
13. Performance Optimization/15. One More Optimization.mp4 | 27.50 MB |
13. Performance Optimization/15. One More Optimization.vtt | 3.31 kB |
13. Performance Optimization/16. Final Memory Report.mp4 | 36.25 MB |
13. Performance Optimization/16. Final Memory Report.vtt | 3.93 kB |
13. Performance Optimization/17. Plotting Cost History.mp4 | 47.60 MB |
13. Performance Optimization/17. Plotting Cost History.vtt | 5.77 kB |
13. Performance Optimization/18. NaN in Cost History.mp4 | 46.38 MB |
13. Performance Optimization/18. NaN in Cost History.vtt | 6.02 kB |
13. Performance Optimization/19. Fixing Cost History.mp4 | 46.77 MB |
13. Performance Optimization/19. Fixing Cost History.vtt | 6.30 kB |
13. Performance Optimization/2. Minimizing Memory Usage.mp4 | 38.19 MB |
13. Performance Optimization/2. Minimizing Memory Usage.vtt | 6.60 kB |
13. Performance Optimization/20. Massaging Learning Parameters.mp4 | 22.55 MB |
13. Performance Optimization/20. Massaging Learning Parameters.vtt | 2.44 kB |
13. Performance Optimization/21. Improving Model Accuracy.mp4 | 55.02 MB |
13. Performance Optimization/21. Improving Model Accuracy.vtt | 5.93 kB |
13. Performance Optimization/3. Creating Memory Snapshots.mp4 | 49.06 MB |
13. Performance Optimization/3. Creating Memory Snapshots.vtt | 7.16 kB |
13. Performance Optimization/4. The Javascript Garbage Collector.mp4 | 55.80 MB |
13. Performance Optimization/4. The Javascript Garbage Collector.vtt | 8.95 kB |
13. Performance Optimization/5. Shallow vs Retained Memory Usage.mp4 | 56.89 MB |
13. Performance Optimization/5. Shallow vs Retained Memory Usage.vtt | 8.05 kB |
13. Performance Optimization/6. Measuring Memory Usage.mp4 | 96.63 MB |
13. Performance Optimization/6. Measuring Memory Usage.vtt | 12.01 kB |
13. Performance Optimization/7. Releasing References.mp4 | 35.98 MB |
13. Performance Optimization/7. Releasing References.vtt | 4.36 kB |
13. Performance Optimization/8. Measuring Footprint Reduction.mp4 | 43.31 MB |
13. Performance Optimization/8. Measuring Footprint Reduction.vtt | 5.46 kB |
13. Performance Optimization/9. Optimization Tensorflow Memory Usage.mp4 | 18.54 MB |
13. Performance Optimization/9. Optimization Tensorflow Memory Usage.vtt | 2.35 kB |
14. Appendix Custom CSV Loader/1. Loading CSV Files.mp4 | 15.86 MB |
14. Appendix Custom CSV Loader/1. Loading CSV Files.vtt | 2.98 kB |
14. Appendix Custom CSV Loader/10. Splitting Test and Training.mp4 | 75.65 MB |
14. Appendix Custom CSV Loader/10. Splitting Test and Training.vtt | 10.45 kB |
14. Appendix Custom CSV Loader/2. A Test Dataset.mp4 | 9.58 MB |
14. Appendix Custom CSV Loader/2. A Test Dataset.vtt | 2.55 kB |
14. Appendix Custom CSV Loader/3. Reading Files from Disk.mp4 | 18.60 MB |
14. Appendix Custom CSV Loader/3. Reading Files from Disk.vtt | 3.91 kB |
14. Appendix Custom CSV Loader/4. Splitting into Columns.mp4 | 20.34 MB |
14. Appendix Custom CSV Loader/4. Splitting into Columns.vtt | 3.74 kB |
14. Appendix Custom CSV Loader/5. Dropping Trailing Columns.mp4 | 18.40 MB |
14. Appendix Custom CSV Loader/5. Dropping Trailing Columns.vtt | 3.42 kB |
14. Appendix Custom CSV Loader/6. Parsing Number Values.mp4 | 31.36 MB |
14. Appendix Custom CSV Loader/6. Parsing Number Values.vtt | 4.79 kB |
14. Appendix Custom CSV Loader/7. Custom Value Parsing.mp4 | 36.73 MB |
14. Appendix Custom CSV Loader/7. Custom Value Parsing.vtt | 5.75 kB |
14. Appendix Custom CSV Loader/8. Extracting Data Columns.mp4 | 57.27 MB |
14. Appendix Custom CSV Loader/8. Extracting Data Columns.vtt | 6.83 kB |
14. Appendix Custom CSV Loader/9. Shuffling Data via Seed Phrase.mp4 | 52.14 MB |
14. Appendix Custom CSV Loader/9. Shuffling Data via Seed Phrase.vtt | 7.42 kB |
2. Algorithm Overview/1. How K-Nearest Neighbor Works.mp4 | 93.33 MB |
2. Algorithm Overview/1. How K-Nearest Neighbor Works.vtt | 11.46 kB |
2. Algorithm Overview/10. Gauging Accuracy.mp4 | 54.02 MB |
2. Algorithm Overview/10. Gauging Accuracy.vtt | 7.00 kB |
2. Algorithm Overview/11. Printing a Report.mp4 | 33.30 MB |
2. Algorithm Overview/11. Printing a Report.vtt | 4.40 kB |
2. Algorithm Overview/12. Refactoring Accuracy Reporting.mp4 | 52.30 MB |
2. Algorithm Overview/12. Refactoring Accuracy Reporting.vtt | 6.71 kB |
2. Algorithm Overview/13. Investigating Optimal K Values.mp4 | 129.14 MB |
2. Algorithm Overview/13. Investigating Optimal K Values.vtt | 15.72 kB |
2. Algorithm Overview/14. Updating KNN for Multiple Features.mp4 | 70.61 MB |
2. Algorithm Overview/14. Updating KNN for Multiple Features.vtt | 9.05 kB |
2. Algorithm Overview/15. Multi-Dimensional KNN.mp4 | 44.20 MB |
2. Algorithm Overview/15. Multi-Dimensional KNN.vtt | 5.53 kB |
2. Algorithm Overview/16. N-Dimension Distance.mp4 | 78.87 MB |
2. Algorithm Overview/16. N-Dimension Distance.vtt | 13.39 kB |
2. Algorithm Overview/17. Arbitrary Feature Spaces.mp4 | 71.25 MB |
2. Algorithm Overview/17. Arbitrary Feature Spaces.vtt | 11.73 kB |
2. Algorithm Overview/18. Magnitude Offsets in Features.mp4 | 64.06 MB |
2. Algorithm Overview/18. Magnitude Offsets in Features.vtt | 7.61 kB |
2. Algorithm Overview/19. Feature Normalization.mp4 | 72.92 MB |
2. Algorithm Overview/19. Feature Normalization.vtt | 10.15 kB |
2. Algorithm Overview/2. Lodash Review.mp4 | 64.93 MB |
2. Algorithm Overview/2. Lodash Review.vtt | 13.41 kB |
2. Algorithm Overview/20. Normalization with MinMax.mp4 | 67.04 MB |
2. Algorithm Overview/20. Normalization with MinMax.vtt | 9.10 kB |
2. Algorithm Overview/21. Applying Normalization.mp4 | 45.35 MB |
2. Algorithm Overview/21. Applying Normalization.vtt | 6.04 kB |
2. Algorithm Overview/22. Feature Selection with KNN.mp4 | 80.37 MB |
2. Algorithm Overview/22. Feature Selection with KNN.vtt | 11.20 kB |
2. Algorithm Overview/23. Objective Feature Picking.mp4 | 65.97 MB |
2. Algorithm Overview/23. Objective Feature Picking.vtt | 8.23 kB |
2. Algorithm Overview/24. Evaluating Different Feature Values.mp4 | 27.97 MB |
2. Algorithm Overview/24. Evaluating Different Feature Values.vtt | 3.71 kB |
2. Algorithm Overview/3. Implementing KNN.mp4 | 59.34 MB |
2. Algorithm Overview/3. Implementing KNN.vtt | 9.26 kB |
2. Algorithm Overview/4. Finishing KNN Implementation.mp4 | 50.28 MB |
2. Algorithm Overview/4. Finishing KNN Implementation.vtt | 7.72 kB |
2. Algorithm Overview/5. Testing the Algorithm.mp4 | 44.97 MB |
2. Algorithm Overview/5. Testing the Algorithm.vtt | 6.24 kB |
2. Algorithm Overview/6. Interpreting Bad Results.mp4 | 40.75 MB |
2. Algorithm Overview/6. Interpreting Bad Results.vtt | 5.78 kB |
2. Algorithm Overview/7. Test and Training Data.mp4 | 45.20 MB |
2. Algorithm Overview/7. Test and Training Data.vtt | 5.38 kB |
2. Algorithm Overview/8. Randomizing Test Data.mp4 | 36.01 MB |
2. Algorithm Overview/8. Randomizing Test Data.vtt | 5.01 kB |
2. Algorithm Overview/9. Generalizing KNN.mp4 | 39.00 MB |
2. Algorithm Overview/9. Generalizing KNN.vtt | 4.98 kB |
3. Onwards to Tensorflow JS!/1. Let's Get Our Bearings.mp4 | 76.62 MB |
3. Onwards to Tensorflow JS!/1. Let's Get Our Bearings.vtt | 10.83 kB |
3. Onwards to Tensorflow JS!/10. Creating Slices of Data.mp4 | 58.91 MB |
3. Onwards to Tensorflow JS!/10. Creating Slices of Data.vtt | 10.17 kB |
3. Onwards to Tensorflow JS!/11. Tensor Concatenation.mp4 | 44.13 MB |
3. Onwards to Tensorflow JS!/11. Tensor Concatenation.vtt | 7.45 kB |
3. Onwards to Tensorflow JS!/12. Summing Values Along an Axis.mp4 | 41.36 MB |
3. Onwards to Tensorflow JS!/12. Summing Values Along an Axis.vtt | 7.27 kB |
3. Onwards to Tensorflow JS!/13. Massaging Dimensions with ExpandDims.mp4 | 57.02 MB |
3. Onwards to Tensorflow JS!/13. Massaging Dimensions with ExpandDims.vtt | 10.78 kB |
3. Onwards to Tensorflow JS!/2. A Plan to Move Forward.mp4 | 48.65 MB |
3. Onwards to Tensorflow JS!/2. A Plan to Move Forward.vtt | 42.02 MB |
3. Onwards to Tensorflow JS!/3. Tensor Shape and Dimension.mp4 | 114.28 MB |
3. Onwards to Tensorflow JS!/3. Tensor Shape and Dimension.vtt | 16.68 kB |
3. Onwards to Tensorflow JS!/4. Tensor Dimension and Shapes.html | 139.00 B |
3. Onwards to Tensorflow JS!/5. Elementwise Operations.mp4 | 58.36 MB |
3. Onwards to Tensorflow JS!/5. Elementwise Operations.vtt | 10.45 kB |
3. Onwards to Tensorflow JS!/6. Broadcasting Operations.mp4 | 62.06 MB |
3. Onwards to Tensorflow JS!/6. Broadcasting Operations.vtt | 9.35 kB |
3. Onwards to Tensorflow JS!/7. Broadcasting Elementwise Operations.html | 139.00 B |
3. Onwards to Tensorflow JS!/8. Logging Tensor Data.mp4 | 26.00 MB |
3. Onwards to Tensorflow JS!/8. Logging Tensor Data.vtt | 5.50 kB |
3. Onwards to Tensorflow JS!/9. Tensor Accessors.mp4 | 30.47 MB |
3. Onwards to Tensorflow JS!/9. Tensor Accessors.vtt | 7.48 kB |
4. Applications of Tensorflow/1. KNN with Regression.mp4 | 54.99 MB |
4. Applications of Tensorflow/1. KNN with Regression.vtt | 7.06 kB |
4. Applications of Tensorflow/10. Reporting Error Percentages.mp4 | 64.50 MB |
4. Applications of Tensorflow/10. Reporting Error Percentages.vtt | 8.22 kB |
4. Applications of Tensorflow/11. Normalization or Standardization.mp4 | 92.98 MB |
4. Applications of Tensorflow/11. Normalization or Standardization.vtt | 10.30 kB |
4. Applications of Tensorflow/12. Numerical Standardization with Tensorflow.mp4 | 53.05 MB |
4. Applications of Tensorflow/12. Numerical Standardization with Tensorflow.vtt | 10.34 kB |
4. Applications of Tensorflow/13. Applying Standardization.mp4 | 41.46 MB |
4. Applications of Tensorflow/13. Applying Standardization.vtt | 5.42 kB |
4. Applications of Tensorflow/14. Debugging Calculations.mp4 | 86.71 MB |
4. Applications of Tensorflow/14. Debugging Calculations.vtt | 11.46 kB |
4. Applications of Tensorflow/15. What Now.mp4 | 42.33 MB |
4. Applications of Tensorflow/15. What Now.vtt | 5.68 kB |
4. Applications of Tensorflow/2. A Change in Data Structure.mp4 | 41.35 MB |
4. Applications of Tensorflow/2. A Change in Data Structure.vtt | 5.76 kB |
4. Applications of Tensorflow/3. KNN with Tensorflow.mp4 | 78.71 MB |
4. Applications of Tensorflow/3. KNN with Tensorflow.vtt | 12.97 kB |
4. Applications of Tensorflow/4. Maintaining Order Relationships.mp4 | 57.75 MB |
4. Applications of Tensorflow/4. Maintaining Order Relationships.vtt | 9.30 kB |
4. Applications of Tensorflow/5. Sorting Tensors.mp4 | 62.85 MB |
4. Applications of Tensorflow/5. Sorting Tensors.vtt | 10.64 kB |
4. Applications of Tensorflow/6. Averaging Top Values.mp4 | 58.13 MB |
4. Applications of Tensorflow/6. Averaging Top Values.vtt | 10.28 kB |
4. Applications of Tensorflow/7. Moving to the Editor.mp4 | 34.34 MB |
4. Applications of Tensorflow/7. Moving to the Editor.vtt | 4.66 kB |
4. Applications of Tensorflow/8. Loading CSV Data.mp4 | 89.33 MB |
4. Applications of Tensorflow/8. Loading CSV Data.vtt | 13.19 kB |
4. Applications of Tensorflow/9. Running an Analysis.mp4 | 52.50 MB |
4. Applications of Tensorflow/9. Running an Analysis.vtt | 8.16 kB |
5. Getting Started with Gradient Descent/1. Linear Regression.mp4 | 25.38 MB |
5. Getting Started with Gradient Descent/1. Linear Regression.vtt | 3.96 kB |
5. Getting Started with Gradient Descent/10. Answering Common Questions.mp4 | 40.94 MB |
5. Getting Started with Gradient Descent/10. Answering Common Questions.vtt | 5.25 kB |
5. Getting Started with Gradient Descent/11. Gradient Descent with Multiple Terms.mp4 | 44.20 MB |
5. Getting Started with Gradient Descent/11. Gradient Descent with Multiple Terms.vtt | 6.57 kB |
5. Getting Started with Gradient Descent/12. Multiple Terms in Action.mp4 | 123.16 MB |
5. Getting Started with Gradient Descent/12. Multiple Terms in Action.vtt | 14.43 kB |
5. Getting Started with Gradient Descent/2. Why Linear Regression.mp4 | 50.34 MB |
5. Getting Started with Gradient Descent/2. Why Linear Regression.vtt | 6.76 kB |
5. Getting Started with Gradient Descent/3. Understanding Gradient Descent.mp4 | 126.77 MB |
5. Getting Started with Gradient Descent/3. Understanding Gradient Descent.vtt | 17.00 kB |
5. Getting Started with Gradient Descent/4. Guessing Coefficients with MSE.mp4 | 93.47 MB |
5. Getting Started with Gradient Descent/4. Guessing Coefficients with MSE.vtt | 13.57 kB |
5. Getting Started with Gradient Descent/5. Observations Around MSE.mp4 | 56.12 MB |
5. Getting Started with Gradient Descent/5. Observations Around MSE.vtt | 8.19 kB |
5. Getting Started with Gradient Descent/6. Derivatives!.mp4 | 77.95 MB |
5. Getting Started with Gradient Descent/6. Derivatives!.vtt | 9.59 kB |
5. Getting Started with Gradient Descent/7. Gradient Descent in Action.mp4 | 115.36 MB |
5. Getting Started with Gradient Descent/7. Gradient Descent in Action.vtt | 16.07 kB |
5. Getting Started with Gradient Descent/8. Quick Breather and Review.mp4 | 65.79 MB |
5. Getting Started with Gradient Descent/8. Quick Breather and Review.vtt | 8.05 kB |
5. Getting Started with Gradient Descent/9. Why a Learning Rate.mp4 | 187.28 MB |
5. Getting Started with Gradient Descent/9. Why a Learning Rate.vtt | 22.69 kB |
6. Gradient Descent with Tensorflow/1. Project Overview.mp4 | 57.05 MB |
6. Gradient Descent with Tensorflow/1. Project Overview.vtt | 8.35 kB |
6. Gradient Descent with Tensorflow/10. More on Matrix Multiplication.mp4 | 63.25 MB |
6. Gradient Descent with Tensorflow/10. More on Matrix Multiplication.vtt | 8.24 kB |
6. Gradient Descent with Tensorflow/11. Matrix Form of Slope Equations.mp4 | 59.61 MB |
6. Gradient Descent with Tensorflow/11. Matrix Form of Slope Equations.vtt | 8.49 kB |
6. Gradient Descent with Tensorflow/12. Simplification with Matrix Multiplication.mp4 | 90.79 MB |
6. Gradient Descent with Tensorflow/12. Simplification with Matrix Multiplication.vtt | 12.59 kB |
6. Gradient Descent with Tensorflow/13. How it All Works Together!.mp4 | 143.82 MB |
6. Gradient Descent with Tensorflow/13. How it All Works Together!.vtt | 18.25 kB |
6. Gradient Descent with Tensorflow/2. Data Loading.mp4 | 43.49 MB |
6. Gradient Descent with Tensorflow/2. Data Loading.vtt | 6.83 kB |
6. Gradient Descent with Tensorflow/3. Default Algorithm Options.mp4 | 62.66 MB |
6. Gradient Descent with Tensorflow/3. Default Algorithm Options.vtt | 62.68 MB |
6. Gradient Descent with Tensorflow/4. Formulating the Training Loop.mp4 | 27.68 MB |
6. Gradient Descent with Tensorflow/4. Formulating the Training Loop.vtt | 4.44 kB |
6. Gradient Descent with Tensorflow/5. Initial Gradient Descent Implementation.mp4 | 87.93 MB |
6. Gradient Descent with Tensorflow/5. Initial Gradient Descent Implementation.vtt | 12.48 kB |
6. Gradient Descent with Tensorflow/6. Calculating MSE Slopes.mp4 | 67.14 MB |
6. Gradient Descent with Tensorflow/6. Calculating MSE Slopes.vtt | 8.46 kB |
6. Gradient Descent with Tensorflow/7. Updating Coefficients.mp4 | 33.86 MB |
6. Gradient Descent with Tensorflow/7. Updating Coefficients.vtt | 4.40 kB |
6. Gradient Descent with Tensorflow/8. Interpreting Results.mp4 | 101.72 MB |
6. Gradient Descent with Tensorflow/8. Interpreting Results.vtt | 13.60 kB |
6. Gradient Descent with Tensorflow/9. Matrix Multiplication.mp4 | 67.46 MB |
6. Gradient Descent with Tensorflow/9. Matrix Multiplication.vtt | 9.91 kB |
7. Increasing Performance with Vectorized Solutions/1. Refactoring the Linear Regression Class.mp4 | 72.71 MB |
7. Increasing Performance with Vectorized Solutions/1. Refactoring the Linear Regression Class.vtt | 10.23 kB |
7. Increasing Performance with Vectorized Solutions/10. Reapplying Standardization.mp4 | 57.96 MB |
7. Increasing Performance with Vectorized Solutions/10. Reapplying Standardization.vtt | 7.52 kB |
7. Increasing Performance with Vectorized Solutions/11. Fixing Standardization Issues.mp4 | 47.84 MB |
7. Increasing Performance with Vectorized Solutions/11. Fixing Standardization Issues.vtt | 7.86 kB |
7. Increasing Performance with Vectorized Solutions/12. Massaging Learning Rates.mp4 | 36.45 MB |
7. Increasing Performance with Vectorized Solutions/12. Massaging Learning Rates.vtt | 4.16 kB |
7. Increasing Performance with Vectorized Solutions/13. Moving Towards Multivariate Regression.mp4 | 121.42 MB |
7. Increasing Performance with Vectorized Solutions/13. Moving Towards Multivariate Regression.vtt | 15.95 kB |
7. Increasing Performance with Vectorized Solutions/14. Refactoring for Multivariate Analysis.mp4 | 82.36 MB |
7. Increasing Performance with Vectorized Solutions/14. Refactoring for Multivariate Analysis.vtt | 10.49 kB |
7. Increasing Performance with Vectorized Solutions/15. Learning Rate Optimization.mp4 | 76.69 MB |
7. Increasing Performance with Vectorized Solutions/15. Learning Rate Optimization.vtt | 11.06 kB |
7. Increasing Performance with Vectorized Solutions/16. Recording MSE History.mp4 | 51.95 MB |
7. Increasing Performance with Vectorized Solutions/16. Recording MSE History.vtt | 7.11 kB |
7. Increasing Performance with Vectorized Solutions/17. Updating Learning Rate.mp4 | 62.15 MB |
7. Increasing Performance with Vectorized Solutions/17. Updating Learning Rate.vtt | 8.86 kB |
7. Increasing Performance with Vectorized Solutions/2. Refactoring to One Equation.mp4 | 84.80 MB |
7. Increasing Performance with Vectorized Solutions/2. Refactoring to One Equation.vtt | 12.16 kB |
7. Increasing Performance with Vectorized Solutions/3. A Few More Changes.mp4 | 66.17 MB |
7. Increasing Performance with Vectorized Solutions/3. A Few More Changes.vtt | 8.86 kB |
7. Increasing Performance with Vectorized Solutions/4. Same Results Or Not.mp4 | 33.83 MB |
7. Increasing Performance with Vectorized Solutions/4. Same Results Or Not.vtt | 4.80 kB |
7. Increasing Performance with Vectorized Solutions/5. Calculating Model Accuracy.mp4 | 80.37 MB |
7. Increasing Performance with Vectorized Solutions/5. Calculating Model Accuracy.vtt | 11.67 kB |
7. Increasing Performance with Vectorized Solutions/6. Implementing Coefficient of Determination.mp4 | 75.79 MB |
7. Increasing Performance with Vectorized Solutions/6. Implementing Coefficient of Determination.vtt | 10.33 kB |
7. Increasing Performance with Vectorized Solutions/7. Dealing with Bad Accuracy.mp4 | 71.41 MB |
7. Increasing Performance with Vectorized Solutions/7. Dealing with Bad Accuracy.vtt | 10.41 kB |
7. Increasing Performance with Vectorized Solutions/8. Reminder on Standardization.mp4 | 44.49 MB |
7. Increasing Performance with Vectorized Solutions/8. Reminder on Standardization.vtt | 6.15 kB |
7. Increasing Performance with Vectorized Solutions/9. Data Processing in a Helper Method.mp4 | 37.17 MB |
7. Increasing Performance with Vectorized Solutions/9. Data Processing in a Helper Method.vtt | 4.91 kB |
8. Plotting Data with Javascript/1. Observing Changing Learning Rate and MSE.mp4 | 45.83 MB |
8. Plotting Data with Javascript/1. Observing Changing Learning Rate and MSE.vtt | 5.93 kB |
8. Plotting Data with Javascript/2. Plotting MSE Values.mp4 | 61.40 MB |
8. Plotting Data with Javascript/2. Plotting MSE Values.vtt | 7.23 kB |
8. Plotting Data with Javascript/3. Plotting MSE History against B Values.mp4 | 47.81 MB |
8. Plotting Data with Javascript/3. Plotting MSE History against B Values.vtt | 6.22 kB |
9. Gradient Descent Alterations/1. Batch and Stochastic Gradient Descent.mp4 | 77.24 MB |
9. Gradient Descent Alterations/1. Batch and Stochastic Gradient Descent.vtt | 10.11 kB |
9. Gradient Descent Alterations/2. Refactoring Towards Batch Gradient Descent.mp4 | 55.11 MB |
9. Gradient Descent Alterations/2. Refactoring Towards Batch Gradient Descent.vtt | 7.09 kB |
9. Gradient Descent Alterations/3. Determining Batch Size and Quantity.mp4 | 66.09 MB |
9. Gradient Descent Alterations/3. Determining Batch Size and Quantity.vtt | 7.84 kB |
9. Gradient Descent Alterations/4. Iterating Over Batches.mp4 | 67.45 MB |
9. Gradient Descent Alterations/4. Iterating Over Batches.vtt | 10.56 kB |
9. Gradient Descent Alterations/5. Evaluating Batch Gradient Descent Results.mp4 | 66.23 MB |
9. Gradient Descent Alterations/5. Evaluating Batch Gradient Descent Results.vtt | 7.98 kB |
9. Gradient Descent Alterations/6. Making Predictions with the Model.mp4 | 79.50 MB |
9. Gradient Descent Alterations/6. Making Predictions with the Model.vtt | 10.48 kB |
[FreeCourseLab.com].url | 126.00 B |