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Machine Learning Hands On Python and In Data Science

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Machine_Learning_A-Z_Hands-On_Python_and_R_In_Data_Science

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Total Size

6.7 GB

Total Files

404

Hash

63046069FC9CB0490EAF1D01075172CB8AB81972

/01 Welcome to the course/

001 Applications of Machine Learning.mp4

10.3 MB

002 Why Machine Learning is the Future.mp4

15.2 MB

003 Installing R and R Studio MAC Windows.mp4

24.3 MB

004 Installing Python and Anaconda MAC Windows.mp4

25.1 MB

005 BONUS Meet your instructors.html

1.4 KB

/captions/

003 Installing R and R Studio MAC Windows-EN.srt

8.4 KB

004 Installing Python and Anaconda MAC Windows-EN.srt

11.2 KB

/02 -------------------------- Part 1 Data Preprocessing --------------------------/

006 Welcome to Part 1 - Data Preprocessing.mp4

3.7 MB

007 Get the dataset.mp4

7.6 MB

008 Importing the Libraries.mp4

14.2 MB

009 Importing the Dataset.mp4

30.0 MB

010 For Python learners summary of Object-oriented programming classes objects.html

1.8 KB

011 Missing Data.mp4

41.2 MB

012 Categorical Data.mp4

55.4 MB

013 Splitting the Dataset into the Training set and Test set.mp4

53.4 MB

014 Feature Scaling.mp4

46.8 MB

015 And here is our Data Preprocessing Template.mp4

27.1 MB

/.../006 Welcome to Part 1 - Data Preprocessing/

Machine-Learning-A-Z-Template-Folder.zip

238.4 MB

/.../007 Get the dataset/

Data.csv

0.2 KB

/.../011 Missing Data/

Missing-Data.zip

2.0 KB

/.../012 Categorical Data/

Categorical-Data.zip

3.2 KB

/.../015 And here is our Data Preprocessing Template/

Data-Preprocessing-Template.zip

2.4 KB

/captions/

006 Welcome to Part 1 - Data Preprocessing-EN.srt

2.3 KB

009 Importing the Dataset-EN.srt

17.0 KB

011 Missing Data-EN.srt

21.5 KB

012 Categorical Data-EN.srt

24.4 KB

013 Splitting the Dataset into the Training set and Test set-EN.srt

24.5 KB

014 Feature Scaling-EN.srt

21.3 KB

015 And here is our Data Preprocessing Template-EN.srt

13.0 KB

/quizzes/

001 Data Preprocessing.html

4.6 KB

/03 ------------------------------ Part 2 Regression ------------------------------/

016 Welcome to Part 2 - Regression.html

1.2 KB

/04 Simple Linear Regression/

017 Dataset Business Problem Description.mp4

8.1 MB

018 Simple Linear Regression Intuition - Step 1.mp4

11.0 MB

019 Simple Linear Regression Intuition - Step 2.mp4

6.3 MB

020 Simple Linear Regression in Python - Step 1.mp4

29.3 MB

021 Simple Linear Regression in Python - Step 2.mp4

25.8 MB

022 Simple Linear Regression in Python - Step 3.mp4

21.5 MB

023 Simple Linear Regression in Python - Step 4.mp4

41.3 MB

024 Simple Linear Regression in R - Step 1.mp4

12.1 MB

025 Simple Linear Regression in R - Step 2.mp4

26.1 MB

026 Simple Linear Regression in R - Step 3.mp4

12.0 MB

027 Simple Linear Regression in R - Step 4.mp4

51.5 MB

/.../020 Simple Linear Regression in Python - Step 1/

Simple-Linear-Regression.zip

4.3 KB

/.../024 Simple Linear Regression in R - Step 1/

Simple-Linear-Regression.zip

4.3 KB

/captions/

017 Dataset Business Problem Description-EN.srt

3.8 KB

018 Simple Linear Regression Intuition - Step 1-EN.srt

7.7 KB

019 Simple Linear Regression Intuition - Step 2-EN.srt

4.0 KB

020 Simple Linear Regression in Python - Step 1-EN.srt

14.2 KB

021 Simple Linear Regression in Python - Step 2-EN.srt

11.4 KB

022 Simple Linear Regression in Python - Step 3-EN.srt

9.1 KB

023 Simple Linear Regression in Python - Step 4-EN.srt

20.5 KB

024 Simple Linear Regression in R - Step 1-EN.srt

7.0 KB

025 Simple Linear Regression in R - Step 2-EN.srt

8.2 KB

026 Simple Linear Regression in R - Step 3-EN.srt

5.1 KB

027 Simple Linear Regression in R - Step 4-EN.srt

21.7 KB

/quizzes/

002 Simple Linear Regression.html

4.5 KB

/05 Multiple Linear Regression/

028 Dataset Business Problem Description.mp4

13.2 MB

029 Multiple Linear Regression Intuition - Step 1.mp4

2.1 MB

030 Multiple Linear Regression Intuition - Step 2.mp4

2.1 MB

031 Multiple Linear Regression Intuition - Step 3.mp4

17.4 MB

032 Multiple Linear Regression Intuition - Step 4.mp4

5.6 MB

033 Multiple Linear Regression Intuition - Step 5.mp4

34.4 MB

034 Multiple Linear Regression in Python - Step 1.mp4

54.7 MB

035 Multiple Linear Regression in Python - Step 2.mp4

10.3 MB

036 Multiple Linear Regression in Python - Step 3.mp4

26.7 MB

037 Multiple Linear Regression in Python - Backward Elimination - Preparation.mp4

57.2 MB

038 Multiple Linear Regression in Python - Backward Elimination - HOMEWORK.mp4

62.0 MB

039 Multiple Linear Regression in Python - Backward Elimination - Homework Solution.mp4

56.9 MB

040 Multiple Linear Regression in R - Step 1.mp4

24.6 MB

041 Multiple Linear Regression in R - Step 2.mp4

47.4 MB

042 Multiple Linear Regression in R - Step 3.mp4

14.5 MB

043 Multiple Linear Regression in R - Backward Elimination - HOMEWORK.mp4

53.3 MB

044 Multiple Linear Regression in R - Backward Elimination - Homework Solution.mp4

23.0 MB

/.../033 Multiple Linear Regression Intuition - Step 5/

Step-by-step-Blueprints-For-Building-Models.pdf

787.1 KB

/.../034 Multiple Linear Regression in Python - Step 1/

Multiple-Linear-Regression.zip

5.5 KB

/.../039 Multiple Linear Regression in Python - Backward Elimination - Homework Solution/

Homework-Solutions.zip

5.1 KB

/.../040 Multiple Linear Regression in R - Step 1/

Multiple-Linear-Regression.zip

5.5 KB

/.../044 Multiple Linear Regression in R - Backward Elimination - Homework Solution/

Homework-Solutions.zip

5.1 KB

/captions/

028 Dataset Business Problem Description-EN.srt

5.2 KB

029 Multiple Linear Regression Intuition - Step 1-EN.srt

1.5 KB

030 Multiple Linear Regression Intuition - Step 2-EN.srt

1.4 KB

031 Multiple Linear Regression Intuition - Step 3-EN.srt

9.9 KB

032 Multiple Linear Regression Intuition - Step 4-EN.srt

3.2 KB

033 Multiple Linear Regression Intuition - Step 5-EN.srt

21.6 KB

034 Multiple Linear Regression in Python - Step 1-EN.srt

22.0 KB

035 Multiple Linear Regression in Python - Step 2-EN.srt

3.7 KB

036 Multiple Linear Regression in Python - Step 3-EN.srt

7.6 KB

037 Multiple Linear Regression in Python - Backward Elimination - Preparation-EN.srt

18.1 KB

038 Multiple Linear Regression in Python - Backward Elimination - HOMEWORK-EN.srt

18.0 KB

039 Multiple Linear Regression in Python - Backward Elimination - Homework Solution-EN.srt

13.0 KB

040 Multiple Linear Regression in R - Step 1-EN.srt

10.7 KB

041 Multiple Linear Regression in R - Step 2-EN.srt

14.2 KB

042 Multiple Linear Regression in R - Step 3-EN.srt

6.4 KB

043 Multiple Linear Regression in R - Backward Elimination - HOMEWORK-EN.srt

25.2 KB

044 Multiple Linear Regression in R - Backward Elimination - Homework Solution-EN.srt

10.8 KB

/quizzes/

003 Multiple Linear Regression.html

4.7 KB

/06 Polynomial Regression/

045 Polynomial Regression Intuition.mp4

9.9 MB

046 Polynomial Regression in Python - Step 1.mp4

33.2 MB

047 Polynomial Regression in Python - Step 2.mp4

36.8 MB

048 Polynomial Regression in Python - Step 3.mp4

57.1 MB

049 Polynomial Regression in Python - Step 4.mp4

18.5 MB

050 Python Regression Template.mp4

38.6 MB

051 Polynomial Regression in R - Step 1.mp4

22.2 MB

052 Polynomial Regression in R - Step 2.mp4

33.9 MB

053 Polynomial Regression in R - Step 3.mp4

57.5 MB

054 Polynomial Regression in R - Step 4.mp4

29.9 MB

055 R Regression Template.mp4

32.9 MB

/.../046 Polynomial Regression in Python - Step 1/

Polynomial-Regression.zip

4.7 KB

/.../050 Python Regression Template/

Regression-Template.zip

2.9 KB

/.../051 Polynomial Regression in R - Step 1/

Polynomial-Regression.zip

4.7 KB

/.../055 R Regression Template/

Regression-Template.zip

2.9 KB

/captions/

045 Polynomial Regression Intuition-EN.srt

7.2 KB

046 Polynomial Regression in Python - Step 1-EN.srt

16.1 KB

047 Polynomial Regression in Python - Step 2-EN.srt

15.7 KB

048 Polynomial Regression in Python - Step 3-EN.srt

28.5 KB

049 Polynomial Regression in Python - Step 4-EN.srt

8.0 KB

050 Python Regression Template-EN.srt

15.0 KB

051 Polynomial Regression in R - Step 1-EN.srt

13.0 KB

052 Polynomial Regression in R - Step 2-EN.srt

14.0 KB

053 Polynomial Regression in R - Step 3-EN.srt

28.1 KB

054 Polynomial Regression in R - Step 4-EN.srt

14.1 KB

055 R Regression Template-EN.srt

17.1 KB

/07 Support Vector Regression SVR/

056 SVR in Python.mp4

63.1 MB

057 SVR in R.mp4

35.4 MB

/.../056 SVR in Python/

SVR.zip

5.0 KB

/.../057 SVR in R/

SVR.zip

5.0 KB

/captions/

056 SVR in Python-EN.srt

28.1 KB

057 SVR in R-EN.srt

17.0 KB

/08 Decision Tree Regression/

058 Decision Tree Regression Intuition.mp4

26.6 MB

059 Decision Tree Regression in Python.mp4

45.5 MB

060 Decision Tree Regression in R.mp4

59.0 MB

/.../059 Decision Tree Regression in Python/

Decision-Tree-Regression.zip

5.4 KB

/.../060 Decision Tree Regression in R/

Decision-Tree-Regression.zip

5.4 KB

/captions/

058 Decision Tree Regression Intuition-EN.srt

15.6 KB

059 Decision Tree Regression in Python-EN.srt

21.6 KB

060 Decision Tree Regression in R-EN.srt

29.2 KB

/09 Random Forest Regression/

061 Random Forest Regression Intuition.mp4

16.4 MB

062 Random Forest Regression in Python.mp4

55.3 MB

063 Random Forest Regression in R.mp4

54.4 MB

/.../062 Random Forest Regression in Python/

Random-Forest-Regression.zip

5.4 KB

/.../063 Random Forest Regression in R/

Random-Forest-Regression.zip

5.4 KB

/captions/

061 Random Forest Regression Intuition-EN.srt

9.5 KB

062 Random Forest Regression in Python-EN.srt

25.0 KB

063 Random Forest Regression in R-EN.srt

25.7 KB

/10 Evaluating Regression Models Performance/

064 R-Squared Intuition.mp4

10.3 MB

065 Adjusted R-Squared Intuition.mp4

22.5 MB

066 Evaluating Regression Models Performance - Homeworks Final Part.mp4

29.7 MB

067 Interpreting Linear Regression Coefficients.mp4

28.7 MB

/captions/

064 R-Squared Intuition-EN.srt

6.6 KB

065 Adjusted R-Squared Intuition-EN.srt

13.3 KB

066 Evaluating Regression Models Performance - Homeworks Final Part-EN.srt

11.9 KB

067 Interpreting Linear Regression Coefficients-EN.srt

12.3 KB

/11 ---------------------------- Part 3 Classification ----------------------------/

068 Welcome to Part 3 - Classification.html

1.1 KB

/12 Logistic Regression/

069 Logistic Regression Intuition.mp4

30.6 MB

070 Logistic Regression in Python - Step 1.mp4

17.7 MB

071 Logistic Regression in Python - Step 2.mp4

11.6 MB

072 Logistic Regression in Python - Step 3.mp4

8.4 MB

073 Logistic Regression in Python - Step 4.mp4

14.5 MB

074 Logistic Regression in Python - Step 5.mp4

55.7 MB

075 Python Classification Template.mp4

18.4 MB

076 Logistic Regression in R - Step 1.mp4

16.5 MB

077 Logistic Regression in R - Step 2.mp4

15.6 MB

078 Logistic Regression in R - Step 3.mp4

28.8 MB

079 Logistic Regression in R - Step 4.mp4

12.3 MB

080 Logistic Regression in R - Step 5.mp4

98.3 MB

081 R Classification Template.mp4

18.4 MB

/.../070 Logistic Regression in Python - Step 1/

Logistic-Regression.zip

6.3 KB

/.../075 Python Classification Template/

Classification-Template.zip

3.0 KB

/.../076 Logistic Regression in R - Step 1/

Logistic-Regression.zip

6.3 KB

/.../081 R Classification Template/

Classification-Template.zip

3.0 KB

/captions/

070 Logistic Regression in Python - Step 1-EN.srt

7.9 KB

071 Logistic Regression in Python - Step 2-EN.srt

4.5 KB

072 Logistic Regression in Python - Step 3-EN.srt

3.7 KB

073 Logistic Regression in Python - Step 4-EN.srt

6.5 KB

074 Logistic Regression in Python - Step 5-EN.srt

27.1 KB

075 Python Classification Template-EN.srt

5.6 KB

076 Logistic Regression in R - Step 1-EN.srt

8.1 KB

077 Logistic Regression in R - Step 2-EN.srt

4.0 KB

078 Logistic Regression in R - Step 3-EN.srt

6.8 KB

079 Logistic Regression in R - Step 4-EN.srt

3.6 KB

080 Logistic Regression in R - Step 5-EN.srt

26.6 KB

081 R Classification Template-EN.srt

6.2 KB

/quizzes/

004 Logistic Regression.html

4.1 KB

/13 K-Nearest Neighbors K-NN/

082 K-Nearest Neighbor Intuition.mp4

11.0 MB

083 K-NN in Python.mp4

49.3 MB

084 K-NN in R.mp4

58.5 MB

/.../083 K-NN in Python/

K-Nearest-Neighbors.zip

8.8 KB

/.../084 K-NN in R/

K-Nearest-Neighbors.zip

8.8 KB

/captions/

082 K-Nearest Neighbor Intuition-EN.srt

7.4 KB

083 K-NN in Python-EN.srt

19.2 KB

084 K-NN in R-EN.srt

21.2 KB

/quizzes/

005 K-Nearest Neighbor.html

4.1 KB

/14 Support Vector Machine SVM/

085 SVM Intuition.mp4

20.9 MB

086 SVM in Python.mp4

43.7 MB

087 SVM in R.mp4

68.5 MB

/.../086 SVM in Python/

SVM.zip

8.5 KB

/.../087 SVM in R/

SVM.zip

8.5 KB

/captions/

085 SVM Intuition-EN.srt

14.5 KB

086 SVM in Python-EN.srt

17.3 KB

087 SVM in R-EN.srt

16.7 KB

/15 Kernel SVM/

088 Kernel SVM Intuition.mp4

6.7 MB

089 Mapping to a higher dimension.mp4

16.1 MB

090 The Kernel Trick.mp4

36.4 MB

091 Types of Kernel Functions.mp4

16.5 MB

092 Kernel SVM in Python.mp4

57.5 MB

093 Kernel SVM in R.mp4

55.4 MB

/.../092 Kernel SVM in Python/

Kernel-SVM.zip

8.6 KB

/.../093 Kernel SVM in R/

Kernel-SVM.zip

8.6 KB

/captions/

092 Kernel SVM in Python-EN.srt

25.6 KB

093 Kernel SVM in R-EN.srt

23.2 KB

/16 Naive Bayes/

094 Bayes Theorem.mp4

52.9 MB

095 Naive Bayes Intuition.mp4

32.6 MB

096 Naive Bayes Intuition Challenge Reveal.mp4

13.9 MB

097 Naive Bayes Intuition Extras.mp4

19.9 MB

098 Naive Bayes in Python.mp4

32.7 MB

099 Naive Bayes in R.mp4

52.2 MB

/.../098 Naive Bayes in Python/

Naive-Bayes.zip

8.6 KB

/.../099 Naive Bayes in R/

Naive-Bayes.zip

8.6 KB

/captions/

094 Bayes Theorem-EN.srt

31.4 KB

095 Naive Bayes Intuition-EN.srt

21.4 KB

096 Naive Bayes Intuition Challenge Reveal-EN.srt

8.8 KB

097 Naive Bayes Intuition Extras-EN.srt

14.6 KB

098 Naive Bayes in Python-EN.srt

12.5 KB

099 Naive Bayes in R-EN.srt

19.9 KB

/17 Decision Tree Classification/

100 Decision Tree Classification Intuition.mp4

22.7 MB

101 Decision Tree Classification in Python.mp4

40.7 MB

102 Decision Tree Classification in R.mp4

71.5 MB

/.../101 Decision Tree Classification in Python/

Decision-Tree-Classification.zip

9.1 KB

/.../102 Decision Tree Classification in R/

Decision-Tree-Classification.zip

9.1 KB

/captions/

100 Decision Tree Classification Intuition-EN.srt

11.8 KB

101 Decision Tree Classification in Python-EN.srt

17.6 KB

102 Decision Tree Classification in R-EN.srt

26.5 KB

/18 Random Forest Classification/

103 Random Forest Classification Intuition.mp4

26.9 MB

104 Random Forest Classification in Python.mp4

65.1 MB

105 Random Forest Classification in R.mp4

67.2 MB

/.../104 Random Forest Classification in Python/

Random-Forest-Classification.zip

9.1 KB

/.../105 Random Forest Classification in R/

Random-Forest-Classification.zip

9.1 KB

/captions/

103 Random Forest Classification Intuition-EN.srt

6.6 KB

104 Random Forest Classification in Python-EN.srt

28.1 KB

105 Random Forest Classification in R-EN.srt

29.5 KB

/19 Evaluating Classification Models Performance/

106 False Positives False Negatives.mp4

15.9 MB

107 Confusion Matrix.mp4

9.3 MB

108 Accuracy Paradox.mp4

4.4 MB

109 CAP Curve.mp4

21.3 MB

110 CAP Curve Analysis.mp4

13.6 MB

/captions/

106 False Positives False Negatives-EN.srt

10.4 KB

107 Confusion Matrix-EN.srt

6.9 KB

108 Accuracy Paradox-EN.srt

3.0 KB

109 CAP Curve-EN.srt

14.9 KB

110 CAP Curve Analysis-EN.srt

8.5 KB

/20 ---------------------------- Part 4 Clustering ----------------------------/

111 Welcome to Part 4 - Clustering.html

1.0 KB

/21 K-Means Clustering/

112 K-Means Clustering Intuition.mp4

31.4 MB

113 K-Means Random Initialization Trap.mp4

16.1 MB

114 K-Means Selecting The Number Of Clusters.mp4

26.9 MB

115 K-Means Clustering in Python.mp4

52.2 MB

116 K-Means Clustering in R.mp4

38.7 MB

/.../115 K-Means Clustering in Python/

K-Means.zip

5.6 KB

/.../116 K-Means Clustering in R/

K-Means.zip

5.6 KB

/captions/

112 K-Means Clustering Intuition-EN.srt

21.4 KB

113 K-Means Random Initialization Trap-EN.srt

11.9 KB

114 K-Means Selecting The Number Of Clusters-EN.srt

16.9 KB

115 K-Means Clustering in Python-EN.srt

25.8 KB

116 K-Means Clustering in R-EN.srt

17.8 KB

/quizzes/

006 K-Means Clustering.html

4.1 KB

/22 Hierarchical Clustering/

117 Hierarchical Clustering Intuition.mp4

17.3 MB

118 Hierarchical Clustering How Dendrograms Work.mp4

18.3 MB

119 Hierarchical Clustering Using Dendrograms.mp4

23.9 MB

120 HC in Python - Step 1.mp4

14.4 MB

121 HC in Python - Step 2.mp4

16.3 MB

122 HC in Python - Step 3.mp4

17.0 MB

123 HC in Python - Step 4.mp4

22.4 MB

124 HC in Python - Step 5.mp4

10.4 MB

125 HC in R - Step 1.mp4

9.0 MB

126 HC in R - Step 2.mp4

14.5 MB

127 HC in R - Step 3.mp4

10.4 MB

128 HC in R - Step 4.mp4

10.7 MB

129 HC in R - Step 5.mp4

14.3 MB

/.../120 HC in Python - Step 1/

Hierarchical-Clustering.zip

5.8 KB

/.../125 HC in R - Step 1/

Hierarchical-Clustering.zip

5.8 KB

/captions/

117 Hierarchical Clustering Intuition-EN.srt

13.4 KB

118 Hierarchical Clustering How Dendrograms Work-EN.srt

13.1 KB

119 Hierarchical Clustering Using Dendrograms-EN.srt

16.2 KB

120 HC in Python - Step 1-EN.srt

6.9 KB

121 HC in Python - Step 2-EN.srt

8.8 KB

122 HC in Python - Step 3-EN.srt

7.1 KB

123 HC in Python - Step 4-EN.srt

6.0 KB

124 HC in Python - Step 5-EN.srt

6.3 KB

125 HC in R - Step 1-EN.srt

5.8 KB

126 HC in R - Step 2-EN.srt

7.5 KB

127 HC in R - Step 3-EN.srt

4.4 KB

128 HC in R - Step 4-EN.srt

3.6 KB

129 HC in R - Step 5-EN.srt

3.7 KB

/quizzes/

007 Hierarchical Clustering.html

4.4 KB

/23 ---------------------- Part 5 Association Rule Learning ----------------------/

130 Welcome to Part 5 - Association Rule Learning.html

0.7 KB

/24 Apriori/

131 Apriori in R - Step 1.mp4

55.4 MB

132 Apriori in R - Step 2.mp4

40.7 MB

133 Apriori in R - Step 3.mp4

59.3 MB

134 Apriori in Python - Step 1.mp4

49.7 MB

135 Apriori in Python - Step 2.mp4

39.1 MB

136 Apriori in Python - Step 3.mp4

37.0 MB

/.../131 Apriori in R - Step 1/

Apriori.zip

50.3 KB

/.../134 Apriori in Python - Step 1/

Apriori-Python.zip

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/24 Apriori/captions/

131 Apriori in R - Step 1-EN.srt

28.3 KB

132 Apriori in R - Step 2-EN.srt

21.1 KB

133 Apriori in R - Step 3-EN.srt

28.4 KB

134 Apriori in Python - Step 1-EN.srt

25.4 KB

135 Apriori in Python - Step 2-EN.srt

20.6 KB

136 Apriori in Python - Step 3-EN.srt

17.8 KB

/25 Eclat/

137 Eclat in R.mp4

26.5 MB

/.../137 Eclat in R/

Eclat.zip

49.7 KB

/25 Eclat/captions/

137 Eclat in R-EN.srt

14.4 KB

/26 ------------------------ Part 6 Reinforcement Learning ------------------------/

138 Welcome to Part 6 - Reinforcement Learning.html

1.1 KB

/27 Upper Confidence Bound UCB/

139 Upper Confidence Bound in Python - Step 1.mp4

40.9 MB

140 Upper Confidence Bound in Python - Step 2.mp4

46.7 MB

141 Upper Confidence Bound in Python - Step 3.mp4

56.3 MB

142 Upper Confidence Bound in Python - Step 4.mp4

13.0 MB

143 Upper Confidence Bound in R - Step 1.mp4

35.7 MB

144 Upper Confidence Bound in R - Step 2.mp4

35.8 MB

145 Upper Confidence Bound in R - Step 3.mp4

60.6 MB

146 Upper Confidence Bound in R - Step 4.mp4

10.0 MB

/.../139 Upper Confidence Bound in Python - Step 1/

UCB.zip

1.1 MB

/.../143 Upper Confidence Bound in R - Step 1/

UCB.zip

1.1 MB

/28 Thompson Sampling/

147 Thompson Sampling in Python - Step 1.mp4

58.2 MB

148 Thompson Sampling in Python - Step 2.mp4

11.8 MB

149 Thompson Sampling in R - Step 1.mp4

53.5 MB

150 Thompson Sampling in R - Step 2.mp4

10.0 MB

/.../147 Thompson Sampling in Python - Step 1/

Thompson-Sampling.zip

1.0 MB

/.../149 Thompson Sampling in R - Step 1/

Thompson-Sampling.zip

1.0 MB

/29 --------------------- Part 7 Natural Language Processing ---------------------/

151 Welcome to Part 7 - Natural Language Processing.html

2.0 KB

152 Natural Language Processing in Python - Step 1.mp4

48.3 MB

153 Natural Language Processing in Python - Step 2.mp4

28.8 MB

154 Natural Language Processing in Python - Step 3.mp4

4.4 MB

155 Natural Language Processing in Python - Step 4.mp4

31.2 MB

156 Natural Language Processing in Python - Step 5.mp4

19.7 MB

157 Natural Language Processing in Python - Step 6.mp4

8.7 MB

158 Natural Language Processing in Python - Step 7.mp4

23.2 MB

159 Natural Language Processing in Python - Step 8.mp4

54.5 MB

160 Natural Language Processing in Python - Step 9.mp4

19.8 MB

161 Natural Language Processing in Python - Step 10.mp4

34.5 MB

162 Homework Challenge.html

1.7 KB

163 Natural Language Processing in R - Step 1.mp4

53.7 MB

164 Natural Language Processing in R - Step 2.mp4

22.7 MB

165 Natural Language Processing in R - Step 3.mp4

17.7 MB

166 Natural Language Processing in R - Step 4.mp4

8.6 MB

167 Natural Language Processing in R - Step 5.mp4

6.1 MB

168 Natural Language Processing in R - Step 6.mp4

16.9 MB

169 Natural Language Processing in R - Step 7.mp4

10.1 MB

170 Natural Language Processing in R - Step 8.mp4

18.1 MB

171 Natural Language Processing in R - Step 9.mp4

39.5 MB

172 Natural Language Processing in R - Step 10.mp4

56.8 MB

173 Homework Challenge.html

1.7 KB

/.../152 Natural Language Processing in Python - Step 1/

Natural-Language-Processing.zip

28.6 KB

/.../163 Natural Language Processing in R - Step 1/

Natural-Language-Processing.zip

28.6 KB

/30 ---------------------------- Part 8 Deep Learning ----------------------------/

174 Welcome to Part 8 - Deep Learning.html

1.1 KB

/31 Artificial Neural Networks/

175 Business Problem Description.mp4

30.7 MB

176 ANN in Python - Step 1 - Installing Theano Tensorflow and Keras.mp4

39.3 MB

177 ANN in Python - Step 2.mp4

89.0 MB

178 ANN in Python - Step 3.mp4

15.3 MB

179 ANN in Python - Step 4.mp4

10.2 MB

180 ANN in Python - Step 5.mp4

41.3 MB

181 ANN in Python - Step 6.mp4

12.5 MB

182 ANN in Python - Step 7.mp4

15.6 MB

183 ANN in Python - Step 8.mp4

35.7 MB

184 ANN in Python - Step 9.mp4

29.9 MB

185 ANN in Python - Step 10.mp4

29.8 MB

186 ANN in R - Step 1.mp4

52.3 MB

187 ANN in R - Step 2.mp4

19.1 MB

188 ANN in R - Step 3.mp4

39.7 MB

189 ANN in R - Step 4 Last step.mp4

45.9 MB

/.../176 ANN in Python - Step 1 - Installing Theano Tensorflow and Keras/

Artificial-Neural-Networks.zip

1.5 MB

/.../186 ANN in R - Step 1/

Artificial-Neural-Networks.zip

1.5 MB

/32 Convolutional Neural Networks/

190 CNN in Python - Step 1.mp4

32.1 MB

191 CNN in Python - Step 2.mp4

7.6 MB

192 CNN in Python - Step 3.mp4

2.9 MB

193 CNN in Python - Step 4.mp4

36.3 MB

194 CNN in Python - Step 5.mp4

13.0 MB

195 CNN in Python - Step 6.mp4

12.5 MB

196 CNN in Python - Step 7.mp4

17.5 MB

197 CNN in Python - Step 8.mp4

9.4 MB

198 CNN in Python - Step 9.mp4

65.4 MB

199 CNN in Python - Step 10.mp4

29.1 MB

200 CNN in R.html

2.7 KB

/.../190 CNN in Python - Step 1/

Convolutional-Neural-Networks.zip

232.6 MB

/33 ----------------------- Part 9 Dimensionality Reduction -----------------------/

201 Welcome to Part 9 - Dimensionality Reduction.html

1.6 KB

/34 Principal Component Analysis PCA/

202 PCA in Python - Step 1.mp4

33.5 MB

203 PCA in Python - Step 2.mp4

23.1 MB

204 PCA in Python - Step 3.mp4

26.7 MB

/.../202 PCA in Python - Step 1/

PCA.zip

7.1 KB

/35 Linear Discriminant Analysis LDA/

205 LDA in Python.mp4

47.6 MB

/.../205 LDA in Python/

LDA.zip

6.5 KB

/36 Kernel PCA/

206 Kernel PCA in Python.mp4

35.0 MB

/.../206 Kernel PCA in Python/

Kernel-PCA.zip

5.5 KB

/37 --------------------- Part 10 Model Selection Boosting ---------------------/

207 Welcome to Part 10 - Model Selection Boosting.html

1.2 KB

/38 Model Selection/

208 k-Fold Cross Validation in Python.mp4

34.4 MB

209 Grid Search in Python - Step 1.mp4

40.1 MB

210 Grid Search in Python - Step 2.mp4

30.9 MB

/.../208 k-Fold Cross Validation in Python/

Model-Selection.zip

7.8 KB

/.../209 Grid Search in Python - Step 1/

Model-Selection.zip

7.8 KB

/39 XGBoost/

211 XGBoost in Python - Step 1.mp4

22.4 MB

212 XGBoost in Python - Step 2.mp4

33.5 MB

213 Download all the Codes and Datasets Here.html

0.9 KB

/.../211 XGBoost in Python - Step 1/

XGBoost.zip

265.6 KB

/.../213 Download all the Codes and Datasets Here/

Machine-Learning-A-Z.zip

238.2 MB

/40 Bonus Lectures/

214 YOUR SPECIAL BONUS.html

3.5 KB

 

Total files 404


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