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1. AB Testing Concepts.mp4
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MP4
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97.5 MB
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1. AB Testing Concepts.vtt
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VTT
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18.2 KB
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1. BiasVariance Tradeoff.mp4
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MP4
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66.3 MB
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1. BiasVariance Tradeoff.vtt
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VTT
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13 KB
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1. Deep Learning Pre-Requisites.mp4
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MP4
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67.9 MB
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1. Deep Learning Pre-Requisites.vtt
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VTT
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17.1 KB
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1. Introduction.mp4
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MP4
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59.6 MB
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1. Introduction.vtt
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VTT
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4.2 KB
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1. K-Nearest-Neighbors Concepts.mp4
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MP4
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40.3 MB
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1. K-Nearest-Neighbors Concepts.vtt
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VTT
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8.1 KB
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1. More to Explore.mp4
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MP4
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64.1 MB
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1. More to Explore.vtt
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VTT
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6.6 KB
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1. Supervised vs. Unsupervised Learning, and TrainTest.mp4
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MP4
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98.6 MB
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1. Supervised vs. Unsupervised Learning, and TrainTest.vtt
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VTT
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18.9 KB
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1. Types of Data.mp4
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MP4
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77.3 MB
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1. Types of Data.vtt
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VTT
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14.7 KB
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1. User-Based Collaborative Filtering.mp4
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MP4
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86.4 MB
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1. User-Based Collaborative Filtering.vtt
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VTT
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17.5 KB
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1. Warning about Java 11 and Spark 2.4!.html
|
HTML
|
614.4 B
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1. Your final project assignment.mp4
|
MP4
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58.9 MB
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1. Your final project assignment.vtt
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VTT
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10.1 KB
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1. [Activity] Linear Regression.mp4
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MP4
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100.5 MB
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1. [Activity] Linear Regression.vtt
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VTT
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23.1 KB
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10. Convolutional Neural Networks (CNN's).mp4
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MP4
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93.1 MB
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10. Convolutional Neural Networks (CNN's).vtt
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VTT
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17.6 KB
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10. TF IDF.mp4
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MP4
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68.8 MB
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10. TF IDF.vtt
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VTT
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12.7 KB
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10. [Activity] Decision Trees Predicting Hiring Decisions.mp4
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MP4
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96 MB
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10. [Activity] Decision Trees Predicting Hiring Decisions.vtt
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VTT
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20.3 KB
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10. [Exercise] Conditional Probability.mp4
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MP4
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130.4 MB
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10. [Exercise] Conditional Probability.vtt
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VTT
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23.3 KB
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11. Ensemble Learning.mp4
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MP4
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65.2 MB
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11. Ensemble Learning.vtt
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VTT
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13.1 KB
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11. Exercise Solution Conditional Probability of Purchase by Age.mp4
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MP4
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28.7 MB
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11. Exercise Solution Conditional Probability of Purchase by Age.vtt
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VTT
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4.5 KB
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11. [Activity] Searching Wikipedia with Spark.mp4
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MP4
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111.5 MB
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11. [Activity] Searching Wikipedia with Spark.vtt
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VTT
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14 KB
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11. [Activity] Using CNN's for handwriting recognition.mp4
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MP4
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80.8 MB
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11. [Activity] Using CNN's for handwriting recognition.vtt
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VTT
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16.3 KB
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12. Bayes' Theorem.mp4
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MP4
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58.9 MB
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12. Bayes' Theorem.vtt
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VTT
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10.4 KB
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12. Recurrent Neural Networks (RNN's).mp4
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MP4
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69.2 MB
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12. Recurrent Neural Networks (RNN's).vtt
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VTT
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16.3 KB
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12. Support Vector Machines (SVM) Overview.mp4
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MP4
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44.7 MB
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12. Support Vector Machines (SVM) Overview.vtt
|
VTT
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9 KB
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12. [Activity] Using the Spark 2.0 DataFrame API for MLLib.mp4
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MP4
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113.8 MB
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12. [Activity] Using the Spark 2.0 DataFrame API for MLLib.vtt
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VTT
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15.8 KB
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13. [Activity] Using SVM to cluster people using scikit-learn.mp4
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MP4
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55 MB
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13. [Activity] Using SVM to cluster people using scikit-learn.vtt
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VTT
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10.8 KB
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13. [Activity] Using a RNN for sentiment analysis.mp4
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MP4
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94.8 MB
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13. [Activity] Using a RNN for sentiment analysis.vtt
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VTT
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20.7 KB
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14. The Ethics of Deep Learning.mp4
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MP4
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128.2 MB
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14. The Ethics of Deep Learning.vtt
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VTT
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17.5 KB
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15. Learning More about Deep Learning.mp4
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MP4
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38.6 MB
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15. Learning More about Deep Learning.vtt
|
VTT
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2.8 KB
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2. Don't Forget to Leave a Rating!.html
|
HTML
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614.4 B
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2. Final project review.mp4
|
MP4
|
98.5 MB
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2. Final project review.vtt
|
VTT
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22.2 KB
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2. Item-Based Collaborative Filtering.mp4
|
MP4
|
75 MB
|
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2. Item-Based Collaborative Filtering.vtt
|
VTT
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18.1 KB
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2. Mean, Median, Mode.mp4
|
MP4
|
56.1 MB
|
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2. Mean, Median, Mode.vtt
|
VTT
|
11.7 KB
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2. Spark installation notes for MacOS and Linux users.html
|
HTML
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3.5 KB
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2. T-Tests and P-Values.mp4
|
MP4
|
64.9 MB
|
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2. T-Tests and P-Values.vtt
|
VTT
|
12 KB
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2. The History of Artificial Neural Networks.mp4
|
MP4
|
80 MB
|
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2. The History of Artificial Neural Networks.vtt
|
VTT
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16.8 KB
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2. Udemy 101 Getting the Most From This Course.mp4
|
MP4
|
19.8 MB
|
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2. Udemy 101 Getting the Most From This Course.vtt
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VTT
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3.6 KB
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2. [Activity] K-Fold Cross-Validation to avoid overfitting.mp4
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MP4
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102.3 MB
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2. [Activity] K-Fold Cross-Validation to avoid overfitting.vtt
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VTT
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22.1 KB
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2. [Activity] Polynomial Regression.mp4
|
MP4
|
66.8 MB
|
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2. [Activity] Polynomial Regression.vtt
|
VTT
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15.9 KB
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2. [Activity] Using KNN to predict a rating for a movie.mp4
|
MP4
|
142.1 MB
|
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2. [Activity] Using KNN to predict a rating for a movie.vtt
|
VTT
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25.6 KB
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2. [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.mp4
|
MP4
|
58.1 MB
|
|
|
2. [Activity] Using TrainTest to Prevent Overfitting a Polynomial Regression.vtt
|
VTT
|
11.9 KB
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3. Bayesian Methods Concepts.mp4
|
MP4
|
40.7 MB
|
|
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3. Bayesian Methods Concepts.vtt
|
VTT
|
8 KB
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3. Bonus Lecture Discounts to continue your journey!.html
|
HTML
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7.4 KB
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3. Data Cleaning and Normalization.mp4
|
MP4
|
78.7 MB
|
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3. Data Cleaning and Normalization.vtt
|
VTT
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15.5 KB
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3. Dimensionality Reduction; Principal Component Analysis.mp4
|
MP4
|
67.8 MB
|
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3. Dimensionality Reduction; Principal Component Analysis.vtt
|
VTT
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11.2 KB
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3. [Activity] Deep Learning in the Tensorflow Playground.mp4
|
MP4
|
141.6 MB
|
|
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3. [Activity] Deep Learning in the Tensorflow Playground.vtt
|
VTT
|
17.1 KB
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3. [Activity] Finding Movie Similarities.mp4
|
MP4
|
107.8 MB
|
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3. [Activity] Finding Movie Similarities.vtt
|
VTT
|
18.2 KB
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3. [Activity] Getting What You Need.mp4
|
MP4
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28.1 MB
|
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3. [Activity] Getting What You Need.vtt
|
VTT
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4.2 KB
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3. [Activity] Hands-on With T-Tests.mp4
|
MP4
|
81.6 MB
|
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3. [Activity] Hands-on With T-Tests.vtt
|
VTT
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12.4 KB
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3. [Activity] Installing Spark - Part 1.mp4
|
MP4
|
87.4 MB
|
|
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3. [Activity] Installing Spark - Part 1.vtt
|
VTT
|
15.1 KB
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3. [Activity] Multivariate Regression, and Predicting Car Prices.mp4
|
MP4
|
123.8 MB
|
|
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3. [Activity] Multivariate Regression, and Predicting Car Prices.vtt
|
VTT
|
22.6 KB
|
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3. [Activity] Using mean, median, and mode in Python.mp4
|
MP4
|
92.7 MB
|
|
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3. [Activity] Using mean, median, and mode in Python.vtt
|
VTT
|
16.5 KB
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3.1 Course Facebook Group.html
|
HTML
|
102.4 B
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3.1 winutils.exe.html
|
HTML
|
102.4 B
|
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3.2 Course materials and setup steps.html
|
HTML
|
102.4 B
|
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4. Deep Learning Details.mp4
|
MP4
|
64.2 MB
|
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4. Deep Learning Details.vtt
|
VTT
|
14.8 KB
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4. Determining How Long to Run an Experiment.mp4
|
MP4
|
34.9 MB
|
|
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4. Determining How Long to Run an Experiment.vtt
|
VTT
|
7.6 KB
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4. Multi-Level Models.mp4
|
MP4
|
47.5 MB
|
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4. Multi-Level Models.vtt
|
VTT
|
9.7 KB
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4. [Activity] Cleaning web log data.mp4
|
MP4
|
129.4 MB
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4. [Activity] Cleaning web log data.vtt
|
VTT
|
21.5 KB
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4. [Activity] Implementing a Spam Classifier with Naive Bayes.mp4
|
MP4
|
89.1 MB
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4. [Activity] Implementing a Spam Classifier with Naive Bayes.vtt
|
VTT
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15.8 KB
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4. [Activity] Improving the Results of Movie Similarities.mp4
|
MP4
|
94.9 MB
|
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4. [Activity] Improving the Results of Movie Similarities.vtt
|
VTT
|
15.2 KB
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4. [Activity] Installing Enthought Canopy.mp4
|
MP4
|
109 MB
|
|
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4. [Activity] Installing Enthought Canopy.vtt
|
VTT
|
12.4 KB
|
|
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4. [Activity] Installing Spark - Part 2.mp4
|
MP4
|
172.3 MB
|
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4. [Activity] Installing Spark - Part 2.vtt
|
VTT
|
25.6 KB
|
|
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4. [Activity] PCA Example with the Iris data set.mp4
|
MP4
|
109.7 MB
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|
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4. [Activity] PCA Example with the Iris data set.vtt
|
VTT
|
19.1 KB
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4. [Activity] Variation and Standard Deviation.mp4
|
MP4
|
110.9 MB
|
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4. [Activity] Variation and Standard Deviation.vtt
|
VTT
|
23.3 KB
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4.1 Enthought Canopy website.html
|
HTML
|
102.4 B
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4.1 winutils.exe.html
|
HTML
|
102.4 B
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5. AB Test Gotchas.mp4
|
MP4
|
96.1 MB
|
|
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5. AB Test Gotchas.vtt
|
VTT
|
19.8 KB
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5. Data Warehousing Overview ETL and ELT.mp4
|
MP4
|
103.3 MB
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|
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5. Data Warehousing Overview ETL and ELT.vtt
|
VTT
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17.8 KB
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5. Introducing Tensorflow.mp4
|
MP4
|
96.4 MB
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5. Introducing Tensorflow.vtt
|
VTT
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19.7 KB
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5. K-Means Clustering.mp4
|
MP4
|
72 MB
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5. K-Means Clustering.vtt
|
VTT
|
15.6 KB
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5. Normalizing numerical data.mp4
|
MP4
|
38.2 MB
|
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5. Normalizing numerical data.vtt
|
VTT
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7 KB
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5. Probability Density Function; Probability Mass Function.mp4
|
MP4
|
30.1 MB
|
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5. Probability Density Function; Probability Mass Function.vtt
|
VTT
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6.9 KB
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5. Python Basics, Part 1 [Optional].mp4
|
MP4
|
133.8 MB
|
|
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5. Python Basics, Part 1 [Optional].vtt
|
VTT
|
32.1 KB
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5. Spark Introduction.mp4
|
MP4
|
89.9 MB
|
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5. Spark Introduction.vtt
|
VTT
|
19.2 KB
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|
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5. [Activity] Making Movie Recommendations to People.mp4
|
MP4
|
132.6 MB
|
|
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5. [Activity] Making Movie Recommendations to People.vtt
|
VTT
|
20.5 KB
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6. Common Data Distributions.mp4
|
MP4
|
75.4 MB
|
|
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6. Common Data Distributions.vtt
|
VTT
|
14.6 KB
|
|
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6. Reinforcement Learning.mp4
|
MP4
|
132.3 MB
|
|
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6. Reinforcement Learning.vtt
|
VTT
|
25.7 KB
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|
|
6. Spark and the Resilient Distributed Dataset (RDD).mp4
|
MP4
|
98.5 MB
|
|
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6. Spark and the Resilient Distributed Dataset (RDD).vtt
|
VTT
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22.2 KB
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6. [Activity] Clustering people based on income and age.mp4
|
MP4
|
57.3 MB
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6. [Activity] Clustering people based on income and age.vtt
|
VTT
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10.5 KB
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6. [Activity] Detecting outliers.mp4
|
MP4
|
83.6 MB
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6. [Activity] Detecting outliers.vtt
|
VTT
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14 KB
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6. [Activity] Python Basics, Part 2 [Optional].mp4
|
MP4
|
77.2 MB
|
|
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6. [Activity] Python Basics, Part 2 [Optional].vtt
|
VTT
|
18.9 KB
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6. [Activity] Using Tensorflow, Part 1.mp4
|
MP4
|
102.3 MB
|
|
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6. [Activity] Using Tensorflow, Part 1.vtt
|
VTT
|
19.3 KB
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6. [Exercise] Improve the recommender's results.mp4
|
MP4
|
84.2 MB
|
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6. [Exercise] Improve the recommender's results.vtt
|
VTT
|
12 KB
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6.1 Cat and Mouse Example.html
|
HTML
|
102.4 B
|
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6.2 Pac-Man Example.html
|
HTML
|
102.4 B
|
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6.3 Python Markov Decision Process Toolbox.html
|
HTML
|
102.4 B
|
|
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7. Introducing MLLib.mp4
|
MP4
|
54.8 MB
|
|
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7. Introducing MLLib.vtt
|
VTT
|
10.4 KB
|
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7. Measuring Entropy.mp4
|
MP4
|
35 MB
|
|
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7. Measuring Entropy.vtt
|
VTT
|
6.3 KB
|
|
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7. Running Python Scripts [Optional].mp4
|
MP4
|
44.7 MB
|
|
|
7. Running Python Scripts [Optional].vtt
|
VTT
|
8.2 KB
|
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7. [Activity] Percentiles and Moments.mp4
|
MP4
|
114.1 MB
|
|
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7. [Activity] Percentiles and Moments.vtt
|
VTT
|
25.5 KB
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7. [Activity] Using Tensorflow, Part 2.mp4
|
MP4
|
133.6 MB
|
|
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7. [Activity] Using Tensorflow, Part 2.vtt
|
VTT
|
19.4 KB
|
|
|
8. Introducing the Pandas Library [Optional].mp4
|
MP4
|
127.9 MB
|
|
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8. Introducing the Pandas Library [Optional].vtt
|
VTT
|
15.7 KB
|
|
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8. [Activity] A Crash Course in matplotlib.mp4
|
MP4
|
129.4 MB
|
|
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8. [Activity] A Crash Course in matplotlib.vtt
|
VTT
|
25.8 KB
|
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8. [Activity] Decision Trees in Spark.mp4
|
MP4
|
193.2 MB
|
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8. [Activity] Decision Trees in Spark.vtt
|
VTT
|
29.4 KB
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8. [Activity] Install GraphViz.html
|
HTML
|
1.5 KB
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|
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8. [Activity] Introducing Keras.mp4
|
MP4
|
107.5 MB
|
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8. [Activity] Introducing Keras.vtt
|
VTT
|
28.6 KB
|
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9. Decision Trees Concepts.mp4
|
MP4
|
86.5 MB
|
|
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9. Decision Trees Concepts.vtt
|
VTT
|
19.1 KB
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9. [Activity] Covariance and Correlation.mp4
|
MP4
|
116.7 MB
|
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9. [Activity] Covariance and Correlation.vtt
|
VTT
|
23.4 KB
|
|
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9. [Activity] K-Means Clustering in Spark.mp4
|
MP4
|
133.8 MB
|
|
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9. [Activity] K-Means Clustering in Spark.vtt
|
VTT
|
20.2 KB
|
|
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9. [Activity] Using Keras to Predict Political Affiliations.mp4
|
MP4
|
104.3 MB
|
|
|
9. [Activity] Using Keras to Predict Political Affiliations.vtt
|
VTT
|
26.1 KB
|
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[FreeCourseLab.com].url
|
URL
|
102.4 B
|
