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UD244

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UD244

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Total Size

9.4 GB

Total Files

185

Hash

D1BD3E8F5468AE34212A33CDE9FF36209FA1758D

/01 INTRODUCTION DATAML LINGO AWS DATA STORAGE/

001 What makes this course unique.mp4

31.4 MB

002 AWS Machine Learning Exam Overview.mp4

79.5 MB

003 Course Outline.mp4

83.7 MB

004 BONUS Learning Path.html

2.7 KB

005 Guidelines and Best Practices.mp4

20.3 MB

006 Section Introduction.mp4

43.3 MB

007 What is Machine Learning and AI - Part 1.mp4

94.9 MB

008 What is Machine Learning and AI - Part 2.mp4

82.7 MB

009 Amazon Web Services.mp4

46.2 MB

010 AIML Data Lingo - Labeled vs. unlabeled.mp4

129.8 MB

011 AIML Data Lingo - Data Types.mp4

97.8 MB

012 Database vs. datalake vs. warehouse.mp4

66.5 MB

013 AWS Storage S3 DynamoDB RDS.mp4

85.3 MB

014 GET YOUR BONUS MATERIALS.html

1.2 KB

015 1.Intro-Data-ML-Lingo-AWS-Storage.pdf

16.9 MB

015 Section 1 Slides.html

0.9 KB

/02 AMAZON S3/

016 Section Introduction.mp4

21.5 MB

017 Amazon S3 Partitions and Tags.mp4

119.7 MB

018 S3 Storage Tiers and LifeCycle Polices.mp4

64.5 MB

019 S3 Encryption.mp4

53.5 MB

020 S3 Security - Part 1.mp4

70.9 MB

021 S3 Security - Part 2.mp4

47.2 MB

022 Additional Information.mp4

28.3 MB

023 GET YOUR BONUS MATERIALS.html

1.2 KB

024 2.Amazon-S3.pdf

9.2 MB

024 Section 2 Slides.html

0.9 KB

/03 AWS DATA MIGRATION GLUE PIPELINE STEP and BATCH/

025 Section Introduction.mp4

23.8 MB

026 AWS Glue part 1.mp4

56.7 MB

027 AWS Glue part 2.mp4

79.6 MB

028 AWS Data Pipeline.mp4

71.1 MB

029 AWS Data Migration Service DMS.mp4

29.7 MB

030 AWS Batch.mp4

25.2 MB

031 AWS Step Function.mp4

78.9 MB

032 GET YOUR BONUS MATERIALS.html

1.2 KB

033 3.AWS-DMS-Glue-Pipeline-Step-and-Batch.pdf

9.4 MB

033 Section 3 Slides.html

0.9 KB

/04 DATA STREAMING AND KINESIS/

034 Section Introduction.mp4

39.8 MB

035 Kinesis Overview.mp4

75.0 MB

036 AWS Kinesis Video Streams - Part 1.mp4

58.4 MB

037 AWS Kinesis Video Streams - Part 2.mp4

83.1 MB

038 AWS Kinesis Data Streams - Part 1.mp4

51.8 MB

039 AWS Kinesis Data Streams - Part 2.mp4

61.9 MB

040 AWS Kinesis Firehose.mp4

55.3 MB

041 AWS Kinesis Analytics - Part 1.mp4

27.3 MB

042 AWS Kinesis Analytics - Part 2.mp4

84.3 MB

043 GET YOUR BONUS MATERIALS.html

1.2 KB

044 4.Data-Streaming-Kinesis.pdf

13.1 MB

044 Section 4 Slides.html

0.9 KB

/05 JUPYTER NOTEBOOK SCIKIT-LEARN PYTHON PACKAGES AND DISTRIBUTIONS/

045 Section Introduction.mp4

50.5 MB

046 Jupyter Notebooks and Scikit Learn.mp4

61.8 MB

047 Python Packages (Pandas Numpy Matplotlib and Seaborn).mp4

94.7 MB

048 Data Visualization.mp4

52.2 MB

049 Distributions (Normal Standard Poisson Bernoulli).mp4

90.3 MB

050 Time Series.mp4

21.8 MB

051 GET YOUR BONUS MATERIALS.html

1.2 KB

052 5.Jupyter-Scikit-Learn-Distributions.pdf

9.3 MB

052 Section 5 Slides.html

0.9 KB

/06 ATHENA QUICKSIGHT EMR/

053 Section Introduction.mp4

23.2 MB

054 Athena - Part 1.mp4

80.2 MB

055 Athena - Part 2.mp4

73.5 MB

056 Amazon Quicksight - Part 1.mp4

41.6 MB

057 Amazon Quicksight - Part 2.mp4

111.0 MB

058 Elastic Map Reduce - Part 1.mp4

86.3 MB

059 Elastic Map Reduce - Part 2.mp4

93.9 MB

060 EMR and Hadoop.mp4

61.1 MB

061 EMR and Spark.mp4

44.3 MB

062 GET YOUR BONUS MATERIALS.html

1.2 KB

063 6.Athena-QuickSight-EMR.pdf

18.0 MB

063 Section 6 Slides.html

0.9 KB

/07 FEATURE ENGINEERING/

064 Introduction to Feature Engineering.mp4

18.4 MB

065 Feature Engineering Overview.mp4

80.7 MB

066 Amazon SageMaker GroundTruth.mp4

88.5 MB

067 Feature Selection.mp4

56.2 MB

068 Scaling.mp4

83.4 MB

069 Imputation.mp4

87.1 MB

070 Outliers.mp4

36.2 MB

071 One Hot Encoding.mp4

26.2 MB

072 Binning.mp4

44.1 MB

073 Log Transformation.mp4

28.4 MB

074 Shuffling Feature Splitting Unbalanced Datasets.mp4

49.2 MB

075 Text Feature Engineering overview.mp4

31.2 MB

076 Bag of words punctuation and dates (easy ones).mp4

38.4 MB

077 Term Frequency Inverse Document Frequency (TF-IDF).mp4

63.3 MB

078 N-Grams (Unigram vs. Bigram vs. Trigram).mp4

39.3 MB

079 Orthogonal Sparse Bigram (OSB).mp4

27.5 MB

080 Cartesian Product Transformation.mp4

26.9 MB

081 GET YOUR BONUS MATERIALS.html

1.2 KB

082 7.Feature-Engineering.pdf

21.4 MB

082 Section 7 Slides.html

0.9 KB

/08 MACHINE AND DEEP LEARNING BASICS - PART 1/

083 Section Introduction.mp4

67.9 MB

084 Artificial Neural Networks Basics Single Neuron Model.mp4

44.8 MB

085 Activation Functions.mp4

40.0 MB

086 Multi-Layer Perceptron Model.mp4

46.8 MB

087 How do Artificial Neural Networks Train.mp4

131.1 MB

088 ANN Parameters Tuning Learning rate and batch size.mp4

98.8 MB

089 Tensorflow playground.mp4

159.5 MB

090 Gradient Descent and Backpropagation.mp4

78.9 MB

091 Overfitting and Under fitting.mp4

46.2 MB

092 How to overcome overfitting.mp4

82.6 MB

093 Bias Variance Trade-off.mp4

96.9 MB

094 L2 Regularization.mp4

73.1 MB

095 L1 Regularization.mp4

41.2 MB

096 GET YOUR BONUS MATERIALS.html

1.2 KB

097 8.Machine-and-Deep-Learning-Basics-Part-1.pdf

11.8 MB

097 Section 8 Slides.html

0.9 KB

/09 MACHINE AND DEEP LEARNING BASICS - PART 2/

098 Section Introduction.mp4

21.3 MB

099 Artificial Neural Networks Architectures.mp4

80.8 MB

100 Convolutional Neural Networks.mp4

176.5 MB

101 Recurrent Neural Networks.mp4

83.1 MB

102 Vanishing Gradient Problem.mp4

78.3 MB

103 Long Short Term Memory (LSTM) Networks.mp4

63.6 MB

104 Model Performance Assessment Confusion Matrix.mp4

49.4 MB

105 Model Performance Assessment Precision recall F1-score.mp4

159.2 MB

106 Model Performance Assessment ROC AUC Heatmap and RMSE.mp4

96.9 MB

107 Transfer Learning.mp4

102.5 MB

108 Ensemble Learning - Bagging and Boosting.mp4

89.9 MB

109 K Fold Cross Validation.mp4

21.8 MB

110 GET YOUR BONUS MATERIALS.html

1.2 KB

111 9.Machine-and-Deep-Learning-Basics-Part-2.pdf

16.1 MB

111 Section 9 Slides.html

0.9 KB

/10 MACHINE AND DEEP LEARNING IN AWS - PART 1/

112 Section Introduction.mp4

26.8 MB

113 AWS SageMaker.mp4

92.6 MB

114 AWS SageMaker Part 2.mp4

137.1 MB

115 Deep Learning on AWS.mp4

27.9 MB

116 SageMaker Built-in algorithms overview.mp4

74.7 MB

117 Object Detection.mp4

101.0 MB

118 Image classification.mp4

68.9 MB

119 Semantic Segmentation.mp4

85.3 MB

120 Linear Learner.mp4

72.8 MB

121 Factorization Machines.mp4

47.3 MB

122 XGboost.mp4

31.3 MB

123 Seq2Seq.mp4

58.2 MB

124 DeepAR.mp4

78.1 MB

125 Blazing Text.mp4

98.8 MB

126 GET YOUR BONUS MATERIALS.html

1.2 KB

127 10.Machine-and-Deep-Learning-in-AWS-Part-1.pdf

18.9 MB

127 Section 10 Slides.html

0.9 KB

/11 MACHINE AND DEEP LEARNING IN AWS - PART 2/

128 Section Introduction.mp4

24.4 MB

129 SageMaker Built-in Algorithms Overview.mp4

48.0 MB

130 Random Cut Forest.mp4

81.7 MB

131 K Nearest Neighbors KNN.mp4

83.7 MB

132 K Means.mp4

44.0 MB

133 Principal Component Analysis PCA.mp4

36.5 MB

134 IP Insights.mp4

59.1 MB

135 Reinforcement Learning.mp4

98.6 MB

136 Neural Topic Model NTM.mp4

35.8 MB

137 LDA.mp4

30.7 MB

138 Object2Vec.mp4

68.0 MB

139 Multi Model.mp4

11.3 MB

140 Automatic Model Tuning.mp4

92.4 MB

141 GET YOUR BONUS MATERIALS.html

1.2 KB

142 11.Machine-and-Deep-Learning-in-AWS-Part-2.pdf

15.0 MB

142 Section 11 Slides.html

0.9 KB

/12 AWS HIGH LEVEL AIML SERVICES/

143 Section Introduction.mp4

24.7 MB

144 SageMaker AIML High Level Services.mp4

23.8 MB

145 Top 5 AIML Services.mp4

212.0 MB

146 ReKognition.mp4

52.6 MB

147 Amazon Comprehend and Comprehend Medical.mp4

53.9 MB

148 Translate.mp4

43.3 MB

149 Transcribe.mp4

50.0 MB

150 Polly.mp4

14.5 MB

151 Forecast.mp4

52.9 MB

152 Lex.mp4

50.8 MB

153 Personalize.mp4

30.2 MB

154 Textract.mp4

24.7 MB

155 AWS DeepLens.mp4

53.2 MB

156 AWS DeepRacer.mp4

27.2 MB

157 GET YOUR BONUS MATERIALS.html

1.2 KB

158 12.Machine-and-Deep-Learning-in-AWS-High-level-AIML-Part-3.pdf

16.3 MB

158 Section 12 Slides.html

0.9 KB

/13 ML IMPLEMENTATION AND OPERATION/

159 Introduction.mp4

49.7 MB

160 SageMaker Components Review.mp4

88.8 MB

161 SageMaker Model Deployment.mp4

65.1 MB

162 Resources and Instance Types.mp4

128.5 MB

163 Online vs. Offline Validation.mp4

87.6 MB

164 Production Variants and Canary Deployment.mp4

42.1 MB

165 SageMaker Neo.mp4

43.3 MB

166 AWS IoT Greengrass.mp4

33.7 MB

167 Docker Containers.mp4

64.8 MB

168 AWS Security Overview.mp4

48.8 MB

169 In-Transit and Rest Encryption.mp4

33.2 MB

170 AWS CloudWatch.mp4

40.1 MB

171 AWS CloudTrail.mp4

24.3 MB

172 13.ML-Implementation-and-Operation.pdf

3.5 MB

172 Section 13 Slides.html

0.9 KB

 

Total files 185


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