| [FreeTutorials.Us] machinelearning/01 Welcome to the course/001 Applications of Machine Learning.mp4 |
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| [FreeTutorials.Us] machinelearning/01 Welcome to the course/002 Why Machine Learning is the Future.mp4 |
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| [FreeTutorials.Us] machinelearning/01 Welcome to the course/003 Installing R and R Studio MAC Windows.mp4 |
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| [FreeTutorials.Us] machinelearning/01 Welcome to the course/004 Installing Python and Anaconda MAC Windows.mp4 |
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| [FreeTutorials.Us] machinelearning/01 Welcome to the course/005 BONUS Meet your instructors.html |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/006 Welcome to Part 1 - Data Preprocessing.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/007 Get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/008 Importing the Libraries.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/009 Importing the Dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/010 For Python learners summary of Object-oriented programming classes objects.html |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/011 Missing Data.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/012 Categorical Data.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/013 Splitting the Dataset into the Training set and Test set.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/014 Feature Scaling.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/015 And here is our Data Preprocessing Template.mp4 |
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| [FreeTutorials.Us] machinelearning/02 -------------------------- Part 1 Data Preprocessing --------------------------/quizzes/001 Data Preprocessing.html |
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| [FreeTutorials.Us] machinelearning/03 ------------------------------ Part 2 Regression ------------------------------/016 Welcome to Part 2 - Regression.html |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/017 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/018 Dataset Business Problem Description.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/019 Simple Linear Regression Intuition - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/020 Simple Linear Regression Intuition - Step 2.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/024 Simple Linear Regression in Python - Step 4.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/025 Simple Linear Regression in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/026 Simple Linear Regression in R - Step 2.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/027 Simple Linear Regression in R - Step 3.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/028 Simple Linear Regression in R - Step 4.mp4 |
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| [FreeTutorials.Us] machinelearning/04 Simple Linear Regression/quizzes/002 Simple Linear Regression.html |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/029 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/030 Dataset Business Problem Description.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/031 Multiple Linear Regression Intuition - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/032 Multiple Linear Regression Intuition - Step 2.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/033 Multiple Linear Regression Intuition - Step 3.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/036 Multiple Linear Regression in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/039 Multiple Linear Regression in Python - Backward Elimination - Preparation.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/041 Multiple Linear Regression in Python - Backward Elimination - Homework Solution.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/042 Multiple Linear Regression in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/043 Multiple Linear Regression in R - Step 2.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/044 Multiple Linear Regression in R - Step 3.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/045 Multiple Linear Regression in R - Backward Elimination - HOMEWORK.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/046 Multiple Linear Regression in R - Backward Elimination - Homework Solution.mp4 |
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| [FreeTutorials.Us] machinelearning/05 Multiple Linear Regression/quizzes/003 Multiple Linear Regression.html |
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| [FreeTutorials.Us] machinelearning/06 Polynomial Regression/047 Polynomial Regression Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/06 Polynomial Regression/048 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/06 Polynomial Regression/049 Polynomial Regression in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/06 Polynomial Regression/053 Python Regression Template.mp4 |
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| [FreeTutorials.Us] machinelearning/06 Polynomial Regression/058 R Regression Template.mp4 |
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| [FreeTutorials.Us] machinelearning/07 Support Vector Regression SVR/059 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/07 Support Vector Regression SVR/060 SVR in Python.mp4 |
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| [FreeTutorials.Us] machinelearning/07 Support Vector Regression SVR/061 SVR in R.mp4 |
33.7 MB |
| [FreeTutorials.Us] machinelearning/08 Decision Tree Regression/062 Decision Tree Regression Intuition.mp4 |
25.3 MB |
| [FreeTutorials.Us] machinelearning/08 Decision Tree Regression/063 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/08 Decision Tree Regression/064 Decision Tree Regression in Python.mp4 |
43.4 MB |
| [FreeTutorials.Us] machinelearning/08 Decision Tree Regression/065 Decision Tree Regression in R.mp4 |
56.2 MB |
| [FreeTutorials.Us] machinelearning/09 Random Forest Regression/066 Random Forest Regression Intuition.mp4 |
15.7 MB |
| [FreeTutorials.Us] machinelearning/09 Random Forest Regression/067 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/09 Random Forest Regression/068 Random Forest Regression in Python.mp4 |
52.7 MB |
| [FreeTutorials.Us] machinelearning/09 Random Forest Regression/069 Random Forest Regression in R.mp4 |
51.9 MB |
| [FreeTutorials.Us] machinelearning/10 Evaluating Regression Models Performance/070 R-Squared Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/10 Evaluating Regression Models Performance/071 Adjusted R-Squared Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/10 Evaluating Regression Models Performance/073 Interpreting Linear Regression Coefficients.mp4 |
27.4 MB |
| [FreeTutorials.Us] machinelearning/10 Evaluating Regression Models Performance/074 Conclusion of Part 2 - Regression.html |
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| [FreeTutorials.Us] machinelearning/11 ---------------------------- Part 3 Classification ----------------------------/075 Welcome to Part 3 - Classification.html |
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| [FreeTutorials.Us] machinelearning/12 Logistic Regression/076 Logistic Regression Intuition.mp4 |
29.2 MB |
| [FreeTutorials.Us] machinelearning/12 Logistic Regression/077 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/12 Logistic Regression/078 Logistic Regression in Python - Step 1.mp4 |
16.8 MB |
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11.1 MB |
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| [FreeTutorials.Us] machinelearning/12 Logistic Regression/082 Logistic Regression in Python - Step 5.mp4 |
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| [FreeTutorials.Us] machinelearning/12 Logistic Regression/083 Python Classification Template.mp4 |
17.6 MB |
| [FreeTutorials.Us] machinelearning/12 Logistic Regression/084 Logistic Regression in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/12 Logistic Regression/085 Logistic Regression in R - Step 2.mp4 |
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27.4 MB |
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11.7 MB |
| [FreeTutorials.Us] machinelearning/12 Logistic Regression/088 Logistic Regression in R - Step 5.mp4 |
93.8 MB |
| [FreeTutorials.Us] machinelearning/12 Logistic Regression/089 R Classification Template.mp4 |
17.5 MB |
| [FreeTutorials.Us] machinelearning/12 Logistic Regression/quizzes/004 Logistic Regression.html |
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| [FreeTutorials.Us] machinelearning/13 K-Nearest Neighbors K-NN/090 K-Nearest Neighbor Intuition.mp4 |
10.5 MB |
| [FreeTutorials.Us] machinelearning/13 K-Nearest Neighbors K-NN/091 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/13 K-Nearest Neighbors K-NN/092 K-NN in Python.mp4 |
47 MB |
| [FreeTutorials.Us] machinelearning/13 K-Nearest Neighbors K-NN/093 K-NN in R.mp4 |
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| [FreeTutorials.Us] machinelearning/13 K-Nearest Neighbors K-NN/quizzes/005 K-Nearest Neighbor.html |
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| [FreeTutorials.Us] machinelearning/14 Support Vector Machine SVM/094 SVM Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/14 Support Vector Machine SVM/095 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/14 Support Vector Machine SVM/096 SVM in Python.mp4 |
41.7 MB |
| [FreeTutorials.Us] machinelearning/14 Support Vector Machine SVM/097 SVM in R.mp4 |
65.3 MB |
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| [FreeTutorials.Us] machinelearning/15 Kernel SVM/098 Kernel SVM Intuition.mp4 |
6.4 MB |
| [FreeTutorials.Us] machinelearning/15 Kernel SVM/099 Mapping to a higher dimension.mp4 |
15.4 MB |
| [FreeTutorials.Us] machinelearning/15 Kernel SVM/100 The Kernel Trick.mp4 |
34.7 MB |
| [FreeTutorials.Us] machinelearning/15 Kernel SVM/101 Types of Kernel Functions.mp4 |
15.7 MB |
| [FreeTutorials.Us] machinelearning/15 Kernel SVM/102 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/15 Kernel SVM/103 Kernel SVM in Python.mp4 |
54.9 MB |
| [FreeTutorials.Us] machinelearning/15 Kernel SVM/104 Kernel SVM in R.mp4 |
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| [FreeTutorials.Us] machinelearning/16 Naive Bayes/105 Bayes Theorem.mp4 |
50.4 MB |
| [FreeTutorials.Us] machinelearning/16 Naive Bayes/106 Naive Bayes Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/16 Naive Bayes/107 Naive Bayes Intuition Challenge Reveal.mp4 |
13.3 MB |
| [FreeTutorials.Us] machinelearning/16 Naive Bayes/108 Naive Bayes Intuition Extras.mp4 |
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| [FreeTutorials.Us] machinelearning/16 Naive Bayes/109 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/16 Naive Bayes/110 Naive Bayes in Python.mp4 |
31.1 MB |
| [FreeTutorials.Us] machinelearning/16 Naive Bayes/111 Naive Bayes in R.mp4 |
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| [FreeTutorials.Us] machinelearning/17 Decision Tree Classification/112 Decision Tree Classification Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/17 Decision Tree Classification/113 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/17 Decision Tree Classification/114 Decision Tree Classification in Python.mp4 |
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| [FreeTutorials.Us] machinelearning/17 Decision Tree Classification/115 Decision Tree Classification in R.mp4 |
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| [FreeTutorials.Us] machinelearning/18 Random Forest Classification/116 Random Forest Classification Intuition.mp4 |
25.7 MB |
| [FreeTutorials.Us] machinelearning/18 Random Forest Classification/117 How to get the dataset.mp4 |
11.7 MB |
| [FreeTutorials.Us] machinelearning/18 Random Forest Classification/118 Random Forest Classification in Python.mp4 |
62 MB |
| [FreeTutorials.Us] machinelearning/18 Random Forest Classification/119 Random Forest Classification in R.mp4 |
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| [FreeTutorials.Us] machinelearning/19 Evaluating Classification Models Performance/120 False Positives False Negatives.mp4 |
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| [FreeTutorials.Us] machinelearning/19 Evaluating Classification Models Performance/121 Confusion Matrix.mp4 |
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| [FreeTutorials.Us] machinelearning/19 Evaluating Classification Models Performance/122 Accuracy Paradox.mp4 |
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| [FreeTutorials.Us] machinelearning/19 Evaluating Classification Models Performance/123 CAP Curve.mp4 |
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| [FreeTutorials.Us] machinelearning/19 Evaluating Classification Models Performance/124 CAP Curve Analysis.mp4 |
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| [FreeTutorials.Us] machinelearning/19 Evaluating Classification Models Performance/125 Conclusion of Part 3 - Classification.html |
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| [FreeTutorials.Us] machinelearning/20 ---------------------------- Part 4 Clustering ----------------------------/126 Welcome to Part 4 - Clustering.html |
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| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/127 K-Means Clustering Intuition.mp4 |
30 MB |
| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/128 K-Means Random Initialization Trap.mp4 |
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| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/129 K-Means Selecting The Number Of Clusters.mp4 |
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| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/130 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/131 K-Means Clustering in Python.mp4 |
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| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/132 K-Means Clustering in R.mp4 |
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| [FreeTutorials.Us] machinelearning/21 K-Means Clustering/quizzes/006 K-Means Clustering.html |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/133 Hierarchical Clustering Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/134 Hierarchical Clustering How Dendrograms Work.mp4 |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/135 Hierarchical Clustering Using Dendrograms.mp4 |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/136 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/137 HC in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/142 HC in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/147 Conclusion of Part 4 - Clustering.html |
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| [FreeTutorials.Us] machinelearning/22 Hierarchical Clustering/quizzes/007 Hierarchical Clustering.html |
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| [FreeTutorials.Us] machinelearning/23 ---------------------- Part 5 Association Rule Learning ----------------------/148 Welcome to Part 5 - Association Rule Learning.html |
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| [FreeTutorials.Us] machinelearning/24 Apriori/149 Apriori Intuition.mp4 |
35 MB |
| [FreeTutorials.Us] machinelearning/24 Apriori/150 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/24 Apriori/151 Apriori in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/24 Apriori/156 Apriori in Python - Step 3.mp4 |
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| [FreeTutorials.Us] machinelearning/25 Eclat/157 Eclat Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/25 Eclat/158 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/25 Eclat/159 Eclat in R.mp4 |
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| [FreeTutorials.Us] machinelearning/26 ------------------------ Part 6 Reinforcement Learning ------------------------/160 Welcome to Part 6 - Reinforcement Learning.html |
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| [FreeTutorials.Us] machinelearning/27 Upper Confidence Bound UCB/161 The Multi-Armed Bandit Problem.mp4 |
30.2 MB |
| [FreeTutorials.Us] machinelearning/27 Upper Confidence Bound UCB/162 Upper Confidence Bound UCB Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/27 Upper Confidence Bound UCB/163 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/27 Upper Confidence Bound UCB/164 Upper Confidence Bound in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/27 Upper Confidence Bound UCB/165 Upper Confidence Bound in Python - Step 2.mp4 |
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| [FreeTutorials.Us] machinelearning/27 Upper Confidence Bound UCB/168 Upper Confidence Bound in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/28 Thompson Sampling/172 Thompson Sampling Intuition.mp4 |
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| [FreeTutorials.Us] machinelearning/28 Thompson Sampling/173 Algorithm Comparison UCB vs Thompson Sampling.mp4 |
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| [FreeTutorials.Us] machinelearning/28 Thompson Sampling/174 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/28 Thompson Sampling/175 Thompson Sampling in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/28 Thompson Sampling/177 Thompson Sampling in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/29 --------------------- Part 7 Natural Language Processing ---------------------/179 Welcome to Part 7 - Natural Language Processing.html |
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| [FreeTutorials.Us] machinelearning/29 --------------------- Part 7 Natural Language Processing ---------------------/180 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/29 --------------------- Part 7 Natural Language Processing ---------------------/181 Natural Language Processing in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/29 --------------------- Part 7 Natural Language Processing ---------------------/191 Homework Challenge.html |
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| [FreeTutorials.Us] machinelearning/29 --------------------- Part 7 Natural Language Processing ---------------------/192 Natural Language Processing in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/29 --------------------- Part 7 Natural Language Processing ---------------------/196 Natural Language Processing in R - Step 5.mp4 |
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| [FreeTutorials.Us] machinelearning/30 ---------------------------- Part 8 Deep Learning ----------------------------/203 Welcome to Part 8 - Deep Learning.html |
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| [FreeTutorials.Us] machinelearning/30 ---------------------------- Part 8 Deep Learning ----------------------------/204 What is Deep Learning.mp4 |
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| [FreeTutorials.Us] machinelearning/31 Artificial Neural Networks/205 Plan of attack.mp4 |
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| [FreeTutorials.Us] machinelearning/31 Artificial Neural Networks/208 How do Neural Networks work.mp4 |
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| [FreeTutorials.Us] machinelearning/31 Artificial Neural Networks/214 Business Problem Description.mp4 |
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| [FreeTutorials.Us] machinelearning/31 Artificial Neural Networks/215 ANN in Python - Step 1 - Installing Theano Tensorflow and Keras.mp4 |
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| [FreeTutorials.Us] machinelearning/31 Artificial Neural Networks/225 ANN in R - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/31 Artificial Neural Networks/228 ANN in R - Step 4 Last step.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/229 Plan of attack.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/230 What are convolutional neural networks.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/236 Summary.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/237 Softmax Cross-Entropy.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/238 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/239 CNN in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/32 Convolutional Neural Networks/240 CNN in Python - Step 2.mp4 |
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| [FreeTutorials.Us] machinelearning/33 ----------------------- Part 9 Dimensionality Reduction -----------------------/250 Welcome to Part 9 - Dimensionality Reduction.html |
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| [FreeTutorials.Us] machinelearning/34 Principal Component Analysis PCA/251 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/35 Linear Discriminant Analysis LDA/258 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/35 Linear Discriminant Analysis LDA/259 LDA in Python.mp4 |
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| [FreeTutorials.Us] machinelearning/35 Linear Discriminant Analysis LDA/260 LDA in R.mp4 |
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| [FreeTutorials.Us] machinelearning/36 Kernel PCA/261 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/36 Kernel PCA/262 Kernel PCA in Python.mp4 |
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| [FreeTutorials.Us] machinelearning/36 Kernel PCA/263 Kernel PCA in R.mp4 |
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| [FreeTutorials.Us] machinelearning/37 --------------------- Part 10 Model Selection Boosting ---------------------/264 Welcome to Part 10 - Model Selection Boosting.html |
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| [FreeTutorials.Us] machinelearning/38 Model Selection/265 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/38 Model Selection/266 k-Fold Cross Validation in Python.mp4 |
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| [FreeTutorials.Us] machinelearning/38 Model Selection/268 Grid Search in Python - Step 1.mp4 |
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| [FreeTutorials.Us] machinelearning/39 XGBoost/271 How to get the dataset.mp4 |
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| [FreeTutorials.Us] machinelearning/39 XGBoost/272 XGBoost in Python - Step 1.mp4 |
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