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Machine Learning A-Z - Hands On Python and R In Data Science
magnet:?xt=urn:btih:bf9ae544498f69e39584e69082ae6f64f102c4a4&dn=Machine Learning A-Z - Hands On Python and R In Data Science
磁力链接详情
Hash值:
bf9ae544498f69e39584e69082ae6f64f102c4a4
点击数:
365
文件大小:
5.55 GB
文件数量:
198
创建日期:
2017-12-15 16:12
最后访问:
2024-6-11 21:22
访问标签:
Machine
Learning
A-Z
-
Hands
On
Python
and
R
In
Data
Science
文件列表详情
01 Welcome to the course/004 Installing Python and Anaconda MAC Windows.mp4 23.96 MB
01 Welcome to the course/003 Installing R and R Studio MAC Windows.mp4 23.21 MB
01 Welcome to the course/002 Why Machine Learning is the Future.mp4 14.48 MB
01 Welcome to the course/001 Applications of Machine Learning.mp4 9.81 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/012 Categorical Data.mp4 52.88 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/013 Splitting the Dataset into the Training set and Test set.mp4 50.91 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/014 Feature Scaling.mp4 44.59 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/011 Missing Data.mp4 39.32 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/009 Importing the Dataset.mp4 28.64 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/015 And here is our Data Preprocessing Template.mp4 25.86 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/008 Importing the Libraries.mp4 13.56 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/007 Get the dataset.mp4 7.24 MB
02 -------------------------- Part 1 Data Preprocessing --------------------------/006 Welcome to Part 1 - Data Preprocessing.mp4 3.52 MB
04 Simple Linear Regression/027 Simple Linear Regression in R - Step 4.mp4 49.16 MB
04 Simple Linear Regression/023 Simple Linear Regression in Python - Step 4.mp4 39.37 MB
04 Simple Linear Regression/020 Simple Linear Regression in Python - Step 1.mp4 27.92 MB
04 Simple Linear Regression/025 Simple Linear Regression in R - Step 2.mp4 24.87 MB
04 Simple Linear Regression/021 Simple Linear Regression in Python - Step 2.mp4 24.62 MB
04 Simple Linear Regression/022 Simple Linear Regression in Python - Step 3.mp4 20.55 MB
04 Simple Linear Regression/024 Simple Linear Regression in R - Step 1.mp4 11.52 MB
04 Simple Linear Regression/026 Simple Linear Regression in R - Step 3.mp4 11.42 MB
04 Simple Linear Regression/018 Simple Linear Regression Intuition - Step 1.mp4 10.52 MB
04 Simple Linear Regression/017 Dataset Business Problem Description.mp4 7.77 MB
04 Simple Linear Regression/019 Simple Linear Regression Intuition - Step 2.mp4 5.99 MB
05 Multiple Linear Regression/038 Multiple Linear Regression in Python - Backward Elimination - HOMEWORK.mp4 59.14 MB
05 Multiple Linear Regression/037 Multiple Linear Regression in Python - Backward Elimination - Preparation.mp4 54.54 MB
05 Multiple Linear Regression/039 Multiple Linear Regression in Python - Backward Elimination - Homework Solution.mp4 54.26 MB
05 Multiple Linear Regression/034 Multiple Linear Regression in Python - Step 1.mp4 52.18 MB
05 Multiple Linear Regression/043 Multiple Linear Regression in R - Backward Elimination - HOMEWORK.mp4 50.78 MB
05 Multiple Linear Regression/041 Multiple Linear Regression in R - Step 2.mp4 45.22 MB
05 Multiple Linear Regression/033 Multiple Linear Regression Intuition - Step 5.mp4 32.8 MB
05 Multiple Linear Regression/036 Multiple Linear Regression in Python - Step 3.mp4 25.48 MB
05 Multiple Linear Regression/040 Multiple Linear Regression in R - Step 1.mp4 23.44 MB
05 Multiple Linear Regression/044 Multiple Linear Regression in R - Backward Elimination - Homework Solution.mp4 21.95 MB
05 Multiple Linear Regression/031 Multiple Linear Regression Intuition - Step 3.mp4 16.59 MB
05 Multiple Linear Regression/042 Multiple Linear Regression in R - Step 3.mp4 13.85 MB
05 Multiple Linear Regression/028 Dataset Business Problem Description.mp4 12.56 MB
05 Multiple Linear Regression/035 Multiple Linear Regression in Python - Step 2.mp4 9.84 MB
05 Multiple Linear Regression/032 Multiple Linear Regression Intuition - Step 4.mp4 5.34 MB
05 Multiple Linear Regression/030 Multiple Linear Regression Intuition - Step 2.mp4 2.03 MB
05 Multiple Linear Regression/029 Multiple Linear Regression Intuition - Step 1.mp4 2 MB
06 Polynomial Regression/053 Polynomial Regression in R - Step 3.mp4 54.8 MB
06 Polynomial Regression/048 Polynomial Regression in Python - Step 3.mp4 54.5 MB
06 Polynomial Regression/050 Python Regression Template.mp4 36.78 MB
06 Polynomial Regression/047 Polynomial Regression in Python - Step 2.mp4 35.11 MB
06 Polynomial Regression/052 Polynomial Regression in R - Step 2.mp4 32.28 MB
06 Polynomial Regression/046 Polynomial Regression in Python - Step 1.mp4 31.64 MB
06 Polynomial Regression/055 R Regression Template.mp4 31.33 MB
06 Polynomial Regression/054 Polynomial Regression in R - Step 4.mp4 28.52 MB
06 Polynomial Regression/051 Polynomial Regression in R - Step 1.mp4 21.21 MB
06 Polynomial Regression/049 Polynomial Regression in Python - Step 4.mp4 17.65 MB
06 Polynomial Regression/045 Polynomial Regression Intuition.mp4 9.44 MB
07 Support Vector Regression SVR/056 SVR in Python.mp4 60.22 MB
07 Support Vector Regression SVR/057 SVR in R.mp4 33.73 MB
08 Decision Tree Regression/060 Decision Tree Regression in R.mp4 56.23 MB
08 Decision Tree Regression/059 Decision Tree Regression in Python.mp4 43.44 MB
08 Decision Tree Regression/058 Decision Tree Regression Intuition.mp4 25.33 MB
09 Random Forest Regression/062 Random Forest Regression in Python.mp4 52.69 MB
09 Random Forest Regression/063 Random Forest Regression in R.mp4 51.86 MB
09 Random Forest Regression/061 Random Forest Regression Intuition.mp4 15.65 MB
10 Evaluating Regression Models Performance/066 Evaluating Regression Models Performance - Homeworks Final Part.mp4 28.35 MB
10 Evaluating Regression Models Performance/067 Interpreting Linear Regression Coefficients.mp4 27.38 MB
10 Evaluating Regression Models Performance/065 Adjusted R-Squared Intuition.mp4 21.41 MB
10 Evaluating Regression Models Performance/064 R-Squared Intuition.mp4 9.8 MB
12 Logistic Regression/080 Logistic Regression in R - Step 5.mp4 93.76 MB
12 Logistic Regression/074 Logistic Regression in Python - Step 5.mp4 53.15 MB
12 Logistic Regression/069 Logistic Regression Intuition.mp4 29.17 MB
12 Logistic Regression/078 Logistic Regression in R - Step 3.mp4 27.44 MB
12 Logistic Regression/075 Python Classification Template.mp4 17.58 MB
12 Logistic Regression/081 R Classification Template.mp4 17.5 MB
12 Logistic Regression/070 Logistic Regression in Python - Step 1.mp4 16.84 MB
12 Logistic Regression/076 Logistic Regression in R - Step 1.mp4 15.72 MB
12 Logistic Regression/077 Logistic Regression in R - Step 2.mp4 14.85 MB
12 Logistic Regression/073 Logistic Regression in Python - Step 4.mp4 13.87 MB
12 Logistic Regression/079 Logistic Regression in R - Step 4.mp4 11.73 MB
12 Logistic Regression/071 Logistic Regression in Python - Step 2.mp4 11.1 MB
12 Logistic Regression/072 Logistic Regression in Python - Step 3.mp4 7.98 MB
13 K-Nearest Neighbors K-NN/084 K-NN in R.mp4 55.77 MB
13 K-Nearest Neighbors K-NN/083 K-NN in Python.mp4 46.98 MB
13 K-Nearest Neighbors K-NN/082 K-Nearest Neighbor Intuition.mp4 10.48 MB
14 Support Vector Machine SVM/087 SVM in R.mp4 65.31 MB
14 Support Vector Machine SVM/086 SVM in Python.mp4 41.71 MB
14 Support Vector Machine SVM/085 SVM Intuition.mp4 19.92 MB
15 Kernel SVM/092 Kernel SVM in Python.mp4 54.86 MB
15 Kernel SVM/093 Kernel SVM in R.mp4 52.82 MB
15 Kernel SVM/090 The Kernel Trick.mp4 34.72 MB
15 Kernel SVM/091 Types of Kernel Functions.mp4 15.71 MB
15 Kernel SVM/089 Mapping to a higher dimension.mp4 15.39 MB
15 Kernel SVM/088 Kernel SVM Intuition.mp4 6.42 MB
16 Naive Bayes/094 Bayes Theorem.mp4 50.43 MB
16 Naive Bayes/099 Naive Bayes in R.mp4 49.79 MB
16 Naive Bayes/098 Naive Bayes in Python.mp4 31.14 MB
16 Naive Bayes/095 Naive Bayes Intuition.mp4 31.1 MB
16 Naive Bayes/097 Naive Bayes Intuition Extras.mp4 18.94 MB
16 Naive Bayes/096 Naive Bayes Intuition Challenge Reveal.mp4 13.27 MB
17 Decision Tree Classification/102 Decision Tree Classification in R.mp4 68.18 MB
17 Decision Tree Classification/101 Decision Tree Classification in Python.mp4 38.85 MB
17 Decision Tree Classification/100 Decision Tree Classification Intuition.mp4 21.63 MB
18 Random Forest Classification/105 Random Forest Classification in R.mp4 64.11 MB
18 Random Forest Classification/104 Random Forest Classification in Python.mp4 62.04 MB
18 Random Forest Classification/103 Random Forest Classification Intuition.mp4 25.66 MB
19 Evaluating Classification Models Performance/109 CAP Curve.mp4 20.31 MB
19 Evaluating Classification Models Performance/106 False Positives False Negatives.mp4 15.12 MB
19 Evaluating Classification Models Performance/110 CAP Curve Analysis.mp4 12.94 MB
19 Evaluating Classification Models Performance/107 Confusion Matrix.mp4 8.91 MB
19 Evaluating Classification Models Performance/108 Accuracy Paradox.mp4 4.21 MB
21 K-Means Clustering/115 K-Means Clustering in Python.mp4 49.81 MB
21 K-Means Clustering/116 K-Means Clustering in R.mp4 36.91 MB
21 K-Means Clustering/112 K-Means Clustering Intuition.mp4 29.97 MB
21 K-Means Clustering/114 K-Means Selecting The Number Of Clusters.mp4 25.68 MB
21 K-Means Clustering/113 K-Means Random Initialization Trap.mp4 15.36 MB
22 Hierarchical Clustering/119 Hierarchical Clustering Using Dendrograms.mp4 22.81 MB
22 Hierarchical Clustering/123 HC in Python - Step 4.mp4 21.32 MB
22 Hierarchical Clustering/118 Hierarchical Clustering How Dendrograms Work.mp4 17.46 MB
22 Hierarchical Clustering/117 Hierarchical Clustering Intuition.mp4 16.52 MB
22 Hierarchical Clustering/122 HC in Python - Step 3.mp4 16.17 MB
22 Hierarchical Clustering/121 HC in Python - Step 2.mp4 15.51 MB
22 Hierarchical Clustering/126 HC in R - Step 2.mp4 13.87 MB
22 Hierarchical Clustering/120 HC in Python - Step 1.mp4 13.77 MB
22 Hierarchical Clustering/129 HC in R - Step 5.mp4 13.68 MB
22 Hierarchical Clustering/128 HC in R - Step 4.mp4 10.17 MB
22 Hierarchical Clustering/127 HC in R - Step 3.mp4 9.95 MB
22 Hierarchical Clustering/124 HC in Python - Step 5.mp4 9.92 MB
22 Hierarchical Clustering/125 HC in R - Step 1.mp4 8.59 MB
24 Apriori/133 Apriori in R - Step 3.mp4 56.51 MB
24 Apriori/131 Apriori in R - Step 1.mp4 52.83 MB
24 Apriori/134 Apriori in Python - Step 1.mp4 47.41 MB
24 Apriori/132 Apriori in R - Step 2.mp4 38.81 MB
24 Apriori/135 Apriori in Python - Step 2.mp4 37.32 MB
24 Apriori/136 Apriori in Python - Step 3.mp4 35.3 MB
25 Eclat/137 Eclat in R.mp4 25.26 MB
27 Upper Confidence Bound UCB/145 Upper Confidence Bound in R - Step 3.mp4 57.84 MB
27 Upper Confidence Bound UCB/141 Upper Confidence Bound in Python - Step 3.mp4 53.71 MB
27 Upper Confidence Bound UCB/140 Upper Confidence Bound in Python - Step 2.mp4 44.49 MB
27 Upper Confidence Bound UCB/139 Upper Confidence Bound in Python - Step 1.mp4 39.01 MB
27 Upper Confidence Bound UCB/144 Upper Confidence Bound in R - Step 2.mp4 34.1 MB
27 Upper Confidence Bound UCB/143 Upper Confidence Bound in R - Step 1.mp4 34.01 MB
27 Upper Confidence Bound UCB/142 Upper Confidence Bound in Python - Step 4.mp4 12.44 MB
27 Upper Confidence Bound UCB/146 Upper Confidence Bound in R - Step 4.mp4 9.55 MB
28 Thompson Sampling/147 Thompson Sampling in Python - Step 1.mp4 55.52 MB
28 Thompson Sampling/149 Thompson Sampling in R - Step 1.mp4 51.04 MB
28 Thompson Sampling/148 Thompson Sampling in Python - Step 2.mp4 11.22 MB
28 Thompson Sampling/150 Thompson Sampling in R - Step 2.mp4 9.56 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/172 Natural Language Processing in R - Step 10.mp4 54.14 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/159 Natural Language Processing in Python - Step 8.mp4 52.02 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/163 Natural Language Processing in R - Step 1.mp4 51.2 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/152 Natural Language Processing in Python - Step 1.mp4 46.06 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/171 Natural Language Processing in R - Step 9.mp4 37.69 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/161 Natural Language Processing in Python - Step 10.mp4 32.91 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/155 Natural Language Processing in Python - Step 4.mp4 29.75 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/153 Natural Language Processing in Python - Step 2.mp4 27.44 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/158 Natural Language Processing in Python - Step 7.mp4 22.13 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/164 Natural Language Processing in R - Step 2.mp4 21.66 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/160 Natural Language Processing in Python - Step 9.mp4 18.9 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/156 Natural Language Processing in Python - Step 5.mp4 18.8 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/170 Natural Language Processing in R - Step 8.mp4 17.23 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/165 Natural Language Processing in R - Step 3.mp4 16.89 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/168 Natural Language Processing in R - Step 6.mp4 16.09 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/169 Natural Language Processing in R - Step 7.mp4 9.59 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/157 Natural Language Processing in Python - Step 6.mp4 8.32 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/166 Natural Language Processing in R - Step 4.mp4 8.24 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/167 Natural Language Processing in R - Step 5.mp4 5.78 MB
29 --------------------- Part 7 Natural Language Processing ---------------------/154 Natural Language Processing in Python - Step 3.mp4 4.16 MB
31 Artificial Neural Networks/177 ANN in Python - Step 2.mp4 84.87 MB
31 Artificial Neural Networks/186 ANN in R - Step 1.mp4 49.89 MB
31 Artificial Neural Networks/189 ANN in R - Step 4 Last step.mp4 43.75 MB
31 Artificial Neural Networks/180 ANN in Python - Step 5.mp4 39.36 MB
31 Artificial Neural Networks/188 ANN in R - Step 3.mp4 37.85 MB
31 Artificial Neural Networks/176 ANN in Python - Step 1 - Installing Theano Tensorflow and Keras.mp4 37.45 MB
31 Artificial Neural Networks/183 ANN in Python - Step 8.mp4 34.03 MB
31 Artificial Neural Networks/175 Business Problem Description.mp4 29.23 MB
31 Artificial Neural Networks/184 ANN in Python - Step 9.mp4 28.47 MB
31 Artificial Neural Networks/185 ANN in Python - Step 10.mp4 28.42 MB
31 Artificial Neural Networks/187 ANN in R - Step 2.mp4 18.24 MB
31 Artificial Neural Networks/182 ANN in Python - Step 7.mp4 14.92 MB
31 Artificial Neural Networks/178 ANN in Python - Step 3.mp4 14.62 MB
31 Artificial Neural Networks/181 ANN in Python - Step 6.mp4 11.93 MB
31 Artificial Neural Networks/179 ANN in Python - Step 4.mp4 9.69 MB
32 Convolutional Neural Networks/198 CNN in Python - Step 9.mp4 62.41 MB
32 Convolutional Neural Networks/193 CNN in Python - Step 4.mp4 34.62 MB
32 Convolutional Neural Networks/190 CNN in Python - Step 1.mp4 30.6 MB
32 Convolutional Neural Networks/199 CNN in Python - Step 10.mp4 27.74 MB
32 Convolutional Neural Networks/196 CNN in Python - Step 7.mp4 16.65 MB
32 Convolutional Neural Networks/194 CNN in Python - Step 5.mp4 12.38 MB
32 Convolutional Neural Networks/195 CNN in Python - Step 6.mp4 11.94 MB
32 Convolutional Neural Networks/197 CNN in Python - Step 8.mp4 8.95 MB
32 Convolutional Neural Networks/191 CNN in Python - Step 2.mp4 7.2 MB
32 Convolutional Neural Networks/192 CNN in Python - Step 3.mp4 2.8 MB
34 Principal Component Analysis PCA/202 PCA in Python - Step 1.mp4 31.95 MB
34 Principal Component Analysis PCA/204 PCA in Python - Step 3.mp4 25.51 MB
34 Principal Component Analysis PCA/203 PCA in Python - Step 2.mp4 22.07 MB
35 Linear Discriminant Analysis LDA/205 LDA in Python.mp4 45.42 MB
36 Kernel PCA/206 Kernel PCA in Python.mp4 33.38 MB
38 Model Selection/209 Grid Search in Python - Step 1.mp4 38.21 MB
38 Model Selection/208 k-Fold Cross Validation in Python.mp4 32.83 MB
38 Model Selection/210 Grid Search in Python - Step 2.mp4 29.51 MB
39 XGBoost/212 XGBoost in Python - Step 2.mp4 31.97 MB
39 XGBoost/211 XGBoost in Python - Step 1.mp4 21.39 MB
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