1. Introduction/1. What Does the Course Cover.mp4
54.4MB
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1. Introduction/1. What Does the Course Cover.srt
3.16KB
1. Introduction/2. How to Succeed in This Course.html
2.22KB
1. Introduction/3. Project Files and Resources.html
2.06KB
10. Unsupervised Learning Clustering/1. Clustering.mp4
125.68MB
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10. Unsupervised Learning Clustering/1. Clustering.srt
20.68KB
10. Unsupervised Learning Clustering/2. k_Means Clustering.mp4
57.71MB
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10. Unsupervised Learning Clustering/2. k_Means Clustering.srt
10.81KB
11. Deep Learning/1. Estimating Simple Function with Neural Networks.mp4
143.85MB
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11. Deep Learning/1. Estimating Simple Function with Neural Networks.srt
26.4KB
11. Deep Learning/2. Neural Network Architecture.mp4
22.37MB
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11. Deep Learning/2. Neural Network Architecture.srt
7.93KB
11. Deep Learning/3. Motivational Example - Project MNIST.mp4
144.96MB
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11. Deep Learning/3. Motivational Example - Project MNIST.srt
25.83KB
11. Deep Learning/4. Binary Classification Problem.mp4
72.11MB
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11. Deep Learning/4. Binary Classification Problem.srt
12.2KB
11. Deep Learning/5. Natural Language Processing - Binary Classification.mp4
76.05MB
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11. Deep Learning/5. Natural Language Processing - Binary Classification.srt
12.78KB
12. Appendix A1 Foundations of Deep Learning/1. Introduction to Neural Networks.mp4
13.74MB
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12. Appendix A1 Foundations of Deep Learning/1. Introduction to Neural Networks.srt
2.72KB
12. Appendix A1 Foundations of Deep Learning/10. Gradient Based Optimization.mp4
54.96MB
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12. Appendix A1 Foundations of Deep Learning/10. Gradient Based Optimization.srt
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12. Appendix A1 Foundations of Deep Learning/11. Getting Started with Neural Network and Deep Learning Libraries.mp4
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12. Appendix A1 Foundations of Deep Learning/11. Getting Started with Neural Network and Deep Learning Libraries.srt
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12. Appendix A1 Foundations of Deep Learning/12. Categories of Machine Learning.mp4
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12. Appendix A1 Foundations of Deep Learning/12. Categories of Machine Learning.srt
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12. Appendix A1 Foundations of Deep Learning/13. Over and Under Fitting.mp4
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12. Appendix A1 Foundations of Deep Learning/13. Over and Under Fitting.srt
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12. Appendix A1 Foundations of Deep Learning/14. Machine Learning Workflow.mp4
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12. Appendix A1 Foundations of Deep Learning/14. Machine Learning Workflow.srt
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12. Appendix A1 Foundations of Deep Learning/2. Differences between Classical Programming and Machine Learning.mp4
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12. Appendix A1 Foundations of Deep Learning/2. Differences between Classical Programming and Machine Learning.srt
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12. Appendix A1 Foundations of Deep Learning/3. Learning Representations.mp4
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12. Appendix A1 Foundations of Deep Learning/3. Learning Representations.srt
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12. Appendix A1 Foundations of Deep Learning/4. What is Deep Learning.mp4
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12. Appendix A1 Foundations of Deep Learning/4. What is Deep Learning.srt
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12. Appendix A1 Foundations of Deep Learning/5. Learning Neural Networks.mp4
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12. Appendix A1 Foundations of Deep Learning/6. Why Now.mp4
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12. Appendix A1 Foundations of Deep Learning/7. Building Block Introduction.mp4
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12. Appendix A1 Foundations of Deep Learning/8. Tensors.mp4
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12. Appendix A1 Foundations of Deep Learning/9. Tensor Operations.mp4
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13. Computer Vision and Convolutional Neural Network (CNN)/5. Understanding CNN.mp4
30.03MB
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7.36KB
13. Computer Vision and Convolutional Neural Network (CNN)/6. Layer - Input.mp4
29.13MB
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13. Computer Vision and Convolutional Neural Network (CNN)/7. Layer - Filter.mp4
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20.85KB
13. Computer Vision and Convolutional Neural Network (CNN)/8. Activation Function.mp4
32.32MB
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13. Computer Vision and Convolutional Neural Network (CNN)/9. Pooling, Flatten, Dense.mp4
88.13MB
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116B
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2. Getting Started with Anaconda/1. Installing Applications and Creating Environment.mp4
38.42MB
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2. Getting Started with Anaconda/2. Hello World.mp4
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2. Getting Started with Anaconda/3. Iris Project 1 Working with Error Messages.mp4
89.84MB
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2. Getting Started with Anaconda/5. Iris Project 3 Loading data from Seaborn.mp4
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2. Getting Started with Anaconda/6. Iris Project 4 Visualization.mp4
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12.38KB
3. Regression/1. Scikit-Learn.mp4
48.45MB
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3. Regression/1. Scikit-Learn.srt
10.98KB
3. Regression/10. Multiple Regression 2.mp4
91.15MB
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15.38KB
3. Regression/11. Regularized Regression.mp4
44.35MB
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3. Regression/11. Regularized Regression.srt
8.45KB
3. Regression/12. Polynomial Regression.mp4
110.78MB
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3. Regression/12. Polynomial Regression.srt
22.08KB
3. Regression/13. Dealing with Non-linear Relationships.mp4
62.69MB
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11.03KB
3. Regression/14. Feature Importance.mp4
36.25MB
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3. Regression/14. Feature Importance.srt
5.67KB
3. Regression/15. Data Preprocessing.mp4
135.55MB
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3. Regression/16. Variance-Bias Trade Off.mp4
68.7MB
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14.55KB
3. Regression/17. Learning Curve.mp4
56.37MB
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48.04MB
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127.23MB
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21.27KB
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151.67MB
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24.41KB
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22.58MB
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10.67KB
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2.13MB
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105.19MB
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3. Regression/5. Linear Regression with Scikit-Learn.mp4
76.98MB
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16.04KB
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77.27MB
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10.01KB
3. Regression/7. Robust Regression.mp4
119.06MB
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21.8KB
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99.66MB
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19.18KB
3. Regression/9. Multiple Regression 1.mp4
125.51MB
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24.28KB
4. Classification/1. Logistic Regression.mp4
119.59MB
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4. Classification/10. Precision Recall Tradeoff.mp4
102.01MB
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22.26KB
4. Classification/11. Altering the Precision Recall Tradeoff.mp4
20.93MB
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3.69KB
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52.22MB
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8.24KB
4. Classification/2. Introduction to Classification.mp4
42.12MB
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6.02KB
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108.98MB
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18.3KB
4. Classification/4. SGD.mp4
57.3MB
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11.5KB
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51.54MB
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8.69KB
4. Classification/6. Confusion Matrix.mp4
54.71MB
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4. Classification/7. Precision.mp4
23.58MB
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4.35KB
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19.64MB
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3.93KB
4. Classification/9. f1.mp4
12.11MB
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2.37KB
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37.87MB
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8.63KB
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80.94MB
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13.07KB
5. Support Vector Machine (SVM)/3. Polynomial Kernel.mp4
34.96MB
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5.98KB
5. Support Vector Machine (SVM)/4. Radial Basis Function.mp4
70.13MB
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9.41KB
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59.68MB
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9.8KB
6. Tree/1. Introduction to Decision Tree.mp4
43.86MB
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8.65KB
6. Tree/2. Training and Visualizing a Decision Tree.mp4
51.4MB
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7.46KB
6. Tree/3. Visualizing Boundary.mp4
54.72MB
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9.61KB
6. Tree/4. Tree Regression, Regularization and Over Fitting.mp4
40.05MB
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5.59KB
6. Tree/5. End to End Modeling.mp4
35.62MB
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5.55KB
6. Tree/6. Project HR.mp4
177.83MB
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6. Tree/6. Project HR.srt
30.75KB
6. Tree/7. Project HR with Google Colab.mp4
66.57MB
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6. Tree/7. Project HR with Google Colab.srt
12.68KB
7. Ensemble Machine Learning/1. Ensemble Learning Methods Introduction.mp4
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7. Ensemble Machine Learning/10. Ensemble of ensembles Part 2.mp4
37.85MB
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7. Ensemble Machine Learning/8. Project HR - Human Resources Analytics.mp4
59.21MB
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10.44KB
7. Ensemble Machine Learning/9. Ensemble of Ensembles Part 1.mp4
46.4MB
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7. Ensemble Machine Learning/Download Paid Udemy Courses For Free.url
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8. k-Nearest Neighbours (kNN)/1. kNN Introduction.mp4
62.95MB
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12KB
8. k-Nearest Neighbours (kNN)/2. Project Cancer Detection.mp4
75.73MB
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8. k-Nearest Neighbours (kNN)/3. Addition Materials.html
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8. k-Nearest Neighbours (kNN)/4. Project Cancer Detection Part 1.mp4
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9. Unsupervised Learning Dimensionality Reduction/1. Dimensionality Reduction Concept.mp4
31.37MB
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9. Unsupervised Learning Dimensionality Reduction/2. PCA Introduction.mp4
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9. Unsupervised Learning Dimensionality Reduction/3. Project Wine.mp4
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9. Unsupervised Learning Dimensionality Reduction/4. Kernel PCA.mp4
36.6MB
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9. Unsupervised Learning Dimensionality Reduction/4. Kernel PCA.srt
6.56KB
9. Unsupervised Learning Dimensionality Reduction/5. Kernel PCA Demo.mp4
21.44MB
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9. Unsupervised Learning Dimensionality Reduction/5. Kernel PCA Demo.srt
3.91KB
9. Unsupervised Learning Dimensionality Reduction/6. LDA vs PCA.mp4
34.15MB
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9. Unsupervised Learning Dimensionality Reduction/6. LDA vs PCA.srt
6.43KB
9. Unsupervised Learning Dimensionality Reduction/7. Project Abalone.mp4
30.74MB
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9. Unsupervised Learning Dimensionality Reduction/7. Project Abalone.srt
4.75KB
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