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/0. Websites you may like/
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[CourseClub.Me].url
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0.1 KB
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[FreeCourseSite.com].url
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0.1 KB
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[GigaCourse.Com].url
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0.0 KB
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/01 - Introduction/
|
|
001 Udemy 101.mp4
|
18.3 MB
|
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001 Udemy 101_en.vtt
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3.6 KB
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002 Course Introduction What to Expect.mp4
|
82.0 MB
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002 Course Introduction What to Expect_en.vtt
|
9.6 KB
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003 Course-materials-page.url
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0.1 KB
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003 Get the Course Materials.mp4
|
8.4 MB
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003 Get the Course Materials_en.vtt
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3.1 KB
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external-links.txt
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0.1 KB
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/02 - Data Engineering/
|
|
001 Section Intro Data Engineering.mp4
|
15.9 MB
|
|
001 Section Intro Data Engineering_en.vtt
|
1.0 KB
|
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002 Amazon S3 - Overview.mp4
|
25.6 MB
|
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002 Amazon S3 - Overview_en.vtt
|
7.9 KB
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003 Amazon S3 Storage Classes + Glacier.mp4
|
13.3 MB
|
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003 Amazon S3 Storage Classes + Glacier_en.vtt
|
12.2 KB
|
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004 Amazon S3 Storage + Glacier - Hands On.mp4
|
21.6 MB
|
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004 Amazon S3 Storage + Glacier - Hands On_en.vtt
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7.2 KB
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005 Amazon S3 Lifecycle Rules.mp4
|
11.7 MB
|
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005 Amazon S3 Lifecycle Rules_en.vtt
|
11.3 KB
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006 Amazon S3 Lifecycle Rules - Hands On.mp4
|
14.6 MB
|
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006 Amazon S3 Lifecycle Rules - Hands On_en.vtt
|
5.9 KB
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007 Amazon S3 Security.mp4
|
24.1 MB
|
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007 Amazon S3 Security_en.vtt
|
11.4 KB
|
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008 Kinesis Data Streams & Kinesis Data Firehose.mp4
|
24.3 MB
|
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008 Kinesis Data Streams & Kinesis Data Firehose_en.vtt
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23.9 KB
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009 Lab 1.1 - Kinesis Data Firehose.mp4
|
42.2 MB
|
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009 Lab 1.1 - Kinesis Data Firehose_en.vtt
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11.3 KB
|
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010 Kinesis Data Analytics.mp4
|
10.5 MB
|
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010 Kinesis Data Analytics_en.vtt
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6.6 KB
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011 Lab 1.2 - Kinesis Data Analytics.mp4
|
78.9 MB
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011 Lab 1.2 - Kinesis Data Analytics_en.vtt
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15.4 KB
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012 Kinesis Video Streams.mp4
|
6.8 MB
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012 Kinesis Video Streams_en.vtt
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4.5 KB
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013 Kinesis ML Summary.mp4
|
2.6 MB
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013 Kinesis ML Summary_en.vtt
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3.4 KB
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014 Glue Data Catalog & Crawlers.mp4
|
5.7 MB
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014 Glue Data Catalog & Crawlers_en.vtt
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3.9 KB
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015 Lab 1.3 - Glue Data Catalog.mp4
|
14.6 MB
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015 Lab 1.3 - Glue Data Catalog_en.vtt
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6.5 KB
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016 Glue ETL.mp4
|
4.8 MB
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016 Glue ETL_en.vtt
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3.3 KB
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017 Lab 1.4 - Glue ETL.mp4
|
24.2 MB
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017 Lab 1.4 - Glue ETL_en.vtt
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8.8 KB
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018 Lab 1.5 - Athena.mp4
|
4.7 MB
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018 Lab 1.5 - Athena_en.vtt
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2.2 KB
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019 Lab 1 - Cleanup.mp4
|
8.7 MB
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019 Lab 1 - Cleanup_en.vtt
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2.5 KB
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020 AWS Data Stores in Machine Learning.mp4
|
7.0 MB
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020 AWS Data Stores in Machine Learning_en.vtt
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6.6 KB
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021 AWS Data Pipelines.mp4
|
6.5 MB
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021 AWS Data Pipelines_en.vtt
|
4.2 KB
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022 AWS Batch.mp4
|
4.2 MB
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022 AWS Batch_en.vtt
|
2.8 KB
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023 AWS DMS - Database Migration Services.mp4
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4.6 MB
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023 AWS DMS - Database Migration Services_en.vtt
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3.0 KB
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024 AWS Step Functions.mp4
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6.9 MB
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024 AWS Step Functions_en.vtt
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4.6 KB
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025 Full Data Engineering Pipelines.mp4
|
11.5 MB
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025 Full Data Engineering Pipelines_en.vtt
|
8.0 KB
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026 Data Engineering Summary.html
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2.1 KB
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/03 - Exploratory Data Analysis/
|
|
001 Section Intro Data Analysis.mp4
|
14.7 MB
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001 Section Intro Data Analysis_en.vtt
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1.9 KB
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002 Python in Data Science and Machine Learning.mp4
|
24.5 MB
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002 Python in Data Science and Machine Learning_en.vtt
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19.8 KB
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003 DeepLearningProject-Solution.ipynb
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42.2 KB
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003 Example Preparing Data for Machine Learning in a Jupyter Notebook.mp4
|
76.5 MB
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003 Example Preparing Data for Machine Learning in a Jupyter Notebook_en.vtt
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16.6 KB
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004 Types of Data.mp4
|
23.3 MB
|
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004 Types of Data_en.vtt
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7.2 KB
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005 Data Distributions.mp4
|
23.5 MB
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005 Data Distributions_en.vtt
|
8.9 KB
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006 Time Series Trends and Seasonality.mp4
|
8.6 MB
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006 Time Series Trends and Seasonality_en.vtt
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12.1 KB
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007 Introduction to Amazon Athena.mp4
|
12.0 MB
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007 Introduction to Amazon Athena_en.vtt
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7.4 KB
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008 Overview of Amazon Quicksight.mp4
|
28.9 MB
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008 Overview of Amazon Quicksight_en.vtt
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8.9 KB
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009 Types of Visualizations, and When to Use Them.mp4
|
11.7 MB
|
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009 Types of Visualizations, and When to Use Them_en.vtt
|
7.3 KB
|
|
010 Elastic MapReduce (EMR) and Hadoop Overview.mp4
|
16.7 MB
|
|
010 Elastic MapReduce (EMR) and Hadoop Overview_en.vtt
|
10.6 KB
|
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011 Apache Spark on EMR.mp4
|
18.3 MB
|
|
011 Apache Spark on EMR_en.vtt
|
14.2 KB
|
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012 EMR Notebooks, Security, and Instance Types.mp4
|
10.9 MB
|
|
012 EMR Notebooks, Security, and Instance Types_en.vtt
|
5.4 KB
|
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013 Feature Engineering and the Curse of Dimensionality.mp4
|
23.5 MB
|
|
013 Feature Engineering and the Curse of Dimensionality_en.vtt
|
11.4 KB
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014 Imputing Missing Data.mp4
|
55.9 MB
|
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014 Imputing Missing Data_en.vtt
|
13.2 KB
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015 Dealing with Unbalanced Data.mp4
|
20.4 MB
|
|
015 Dealing with Unbalanced Data_en.vtt
|
8.9 KB
|
|
016 Handling Outliers.mp4
|
40.2 MB
|
|
016 Handling Outliers_en.vtt
|
13.6 KB
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|
017 Binning, Transforming, Encoding, Scaling, and Shuffling.mp4
|
42.2 MB
|
|
017 Binning, Transforming, Encoding, Scaling, and Shuffling_en.vtt
|
13.0 KB
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018 Amazon SageMaker Ground Truth and Label Generation.mp4
|
17.5 MB
|
|
018 Amazon SageMaker Ground Truth and Label Generation_en.vtt
|
12.2 KB
|
|
019 Lab Preparing Data for TF-IDF with Spark and EMR, Part 1.mp4
|
32.0 MB
|
|
019 Lab Preparing Data for TF-IDF with Spark and EMR, Part 1_en.vtt
|
9.5 KB
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020 Lab Preparing Data for TF-IDF with Spark and EMR, Part 2.mp4
|
103.7 MB
|
|
020 Lab Preparing Data for TF-IDF with Spark and EMR, Part 2_en.vtt
|
19.5 KB
|
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021 Lab Preparing Data for TF-IDF with Spark and EMR, Part 3.mp4
|
125.6 MB
|
|
021 Lab Preparing Data for TF-IDF with Spark and EMR, Part 3_en.vtt
|
22.3 KB
|
|
/.../0. Websites you may like/
|
|
[CourseClub.Me].url
|
0.1 KB
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[FreeCourseSite.com].url
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0.1 KB
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[GigaCourse.Com].url
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0.0 KB
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/04 - Modeling, Part 1 General Deep Learning and Machine Learning/
|
|
001 Section Intro Modeling.mp4
|
42.3 MB
|
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001 Section Intro Modeling_en.vtt
|
2.8 KB
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002 Introduction to Deep Learning.mp4
|
31.7 MB
|
|
002 Introduction to Deep Learning_en.vtt
|
13.9 KB
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003 Activation Functions.mp4
|
23.8 MB
|
|
003 Activation Functions_en.vtt
|
18.4 KB
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004 Convolutional Neural Networks.mp4
|
51.7 MB
|
|
004 Convolutional Neural Networks_en.vtt
|
38.5 KB
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005 Recurrent Neural Networks.mp4
|
32.2 MB
|
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005 Recurrent Neural Networks_en.vtt
|
16.2 KB
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006 Deep Learning on EC2 and EMR.mp4
|
4.2 MB
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006 Deep Learning on EC2 and EMR_en.vtt
|
2.2 KB
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007 Tuning Neural Networks.mp4
|
23.8 MB
|
|
007 Tuning Neural Networks_en.vtt
|
11.3 KB
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008 Regularization Techniques for Neural Networks (Dropout, Early Stopping).mp4
|
22.0 MB
|
|
008 Regularization Techniques for Neural Networks (Dropout, Early Stopping)_en.vtt
|
11.3 KB
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009 L1 and L2 Regularization.mp4
|
6.8 MB
|
|
009 L1 and L2 Regularization_en.vtt
|
4.6 KB
|
|
010 Grief with Gradients The Vanishing Gradient problem.mp4
|
10.9 MB
|
|
010 Grief with Gradients The Vanishing Gradient problem_en.vtt
|
7.3 KB
|
|
011 The Confusion Matrix.mp4
|
15.2 MB
|
|
011 The Confusion Matrix_en.vtt
|
12.7 KB
|
|
012 Precision, Recall, F1, AUC, and more.mp4
|
31.5 MB
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|
012 Precision, Recall, F1, AUC, and more_en.vtt
|
10.3 KB
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013 Ensemble Methods Bagging and Boosting.mp4
|
8.3 MB
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013 Ensemble Methods Bagging and Boosting_en.vtt
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5.8 KB
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/05 - Modeling, Part 2 Amazon SageMaker/
|
|
001 Introducing Amazon SageMaker.mp4
|
53.8 MB
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001 Introducing Amazon SageMaker_en.vtt
|
13.0 KB
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002 Linear Learner in SageMaker.mp4
|
11.6 MB
|
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002 Linear Learner in SageMaker_en.vtt
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7.4 KB
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003 XGBoost in SageMaker.mp4
|
15.2 MB
|
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003 XGBoost in SageMaker_en.vtt
|
8.9 KB
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004 Seq2Seq in SageMaker.mp4
|
11.8 MB
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004 Seq2Seq in SageMaker_en.vtt
|
7.1 KB
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005 DeepAR in SageMaker.mp4
|
10.6 MB
|
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005 DeepAR in SageMaker_en.vtt
|
6.2 KB
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006 BlazingText in SageMaker.mp4
|
12.6 MB
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|
006 BlazingText in SageMaker_en.vtt
|
7.9 KB
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007 Object2Vec in SageMaker.mp4
|
30.9 MB
|
|
007 Object2Vec in SageMaker_en.vtt
|
9.9 KB
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008 Object Detection in SageMaker.mp4
|
10.4 MB
|
|
008 Object Detection in SageMaker_en.vtt
|
6.6 KB
|
|
009 Image Classification in SageMaker.mp4
|
10.4 MB
|
|
009 Image Classification in SageMaker_en.vtt
|
6.4 KB
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010 Semantic Segmentation in SageMaker.mp4
|
9.7 MB
|
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010 Semantic Segmentation in SageMaker_en.vtt
|
6.0 KB
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011 Random Cut Forest in SageMaker.mp4
|
7.4 MB
|
|
011 Random Cut Forest in SageMaker_en.vtt
|
4.6 KB
|
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012 Neural Topic Model in SageMaker.mp4
|
8.1 MB
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|
012 Neural Topic Model in SageMaker_en.vtt
|
5.2 KB
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|
013 Latent Dirichlet Allocation (LDA) in SageMaker.mp4
|
7.6 MB
|
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013 Latent Dirichlet Allocation (LDA) in SageMaker_en.vtt
|
5.0 KB
|
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014 K-Nearest-Neighbors (KNN) in SageMaker.mp4
|
11.9 MB
|
|
014 K-Nearest-Neighbors (KNN) in SageMaker_en.vtt
|
4.5 KB
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015 K-Means Clustering in SageMaker.mp4
|
24.7 MB
|
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015 K-Means Clustering in SageMaker_en.vtt
|
7.6 KB
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016 Principal Component Analysis (PCA) in SageMaker.mp4
|
17.5 MB
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016 Principal Component Analysis (PCA) in SageMaker_en.vtt
|
5.2 KB
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017 Factorization Machines in SageMaker.mp4
|
9.6 MB
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017 Factorization Machines in SageMaker_en.vtt
|
12.8 KB
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018 IP Insights in SageMaker.mp4
|
7.0 MB
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018 IP Insights in SageMaker_en.vtt
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9.0 KB
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019 Reinforcement Learning in SageMaker.mp4
|
56.3 MB
|
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019 Reinforcement Learning in SageMaker_en.vtt
|
19.3 KB
|
|
020 Automatic Model Tuning.mp4
|
15.2 MB
|
|
020 Automatic Model Tuning_en.vtt
|
9.6 KB
|
|
021 Apache Spark with SageMaker.mp4
|
11.2 MB
|
|
021 Apache Spark with SageMaker_en.vtt
|
10.3 KB
|
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022 SageMaker Studio, and SageMaker Experiments.mp4
|
13.0 MB
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022 SageMaker Studio, and SageMaker Experiments_en.vtt
|
4.2 KB
|
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023 SageMaker Debugger.mp4
|
28.8 MB
|
|
023 SageMaker Debugger_en.vtt
|
6.3 KB
|
|
024 SageMaker Autopilot AutoML.mp4
|
40.5 MB
|
|
024 SageMaker Autopilot AutoML_en.vtt
|
9.8 KB
|
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025 SageMaker Model Monitor.mp4
|
13.6 MB
|
|
025 SageMaker Model Monitor_en.vtt
|
8.2 KB
|
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026 Other recent features (JumpStart, Data Wrangler, Features Store, Edge Manager).mp4
|
8.8 MB
|
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026 Other recent features (JumpStart, Data Wrangler, Features Store, Edge Manager)_en.vtt
|
10.6 KB
|
|
027 SageMaker Canvas.mp4
|
83.4 MB
|
|
027 SageMaker Canvas_en.vtt
|
30.4 KB
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028 SageMaker Training Compiler.mp4
|
6.6 MB
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028 SageMaker Training Compiler_en.vtt
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5.6 KB
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/06 - Modeling, Part 3 High-Level ML Services/
|
|
001 Amazon Comprehend.mp4
|
11.0 MB
|
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001 Amazon Comprehend_en.vtt
|
18.7 KB
|
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002 Amazon Translate.mp4
|
4.4 MB
|
|
002 Amazon Translate_en.vtt
|
6.5 KB
|
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003 Amazon Transcribe.mp4
|
12.1 MB
|
|
003 Amazon Transcribe_en.vtt
|
10.5 KB
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004 Amazon Polly.mp4
|
34.1 MB
|
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004 Amazon Polly_en.vtt
|
18.1 KB
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005 Amazon Rekognition.mp4
|
53.0 MB
|
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005 Amazon Rekognition_en.vtt
|
12.6 KB
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006 Amazon Forecast.mp4
|
4.8 MB
|
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006 Amazon Forecast_en.vtt
|
3.6 KB
|
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007 Amazon Lex.mp4
|
11.9 MB
|
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007 Amazon Lex_en.vtt
|
9.3 KB
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008 Amazon Personalize.mp4
|
46.9 MB
|
|
008 Amazon Personalize_en.vtt
|
42.4 KB
|
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009 Lightning round! TexTract, DeepLens, DeepRacher, Lookout, and Monitron.mp4
|
12.7 MB
|
|
009 Lightning round! TexTract, DeepLens, DeepRacher, Lookout, and Monitron_en.vtt
|
13.2 KB
|
|
010 TorchServe, AWS Neuron, and AWS Panorama.mp4
|
7.8 MB
|
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010 TorchServe, AWS Neuron, and AWS Panorama_en.vtt
|
5.8 KB
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011 Deep Composer, Fraud Detection, CodeGuru, and Contact Lens.mp4
|
13.0 MB
|
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011 Deep Composer, Fraud Detection, CodeGuru, and Contact Lens_en.vtt
|
10.5 KB
|
|
012 Amazon Kendra and Amazon Augmented AI (A2I).mp4
|
6.8 MB
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012 Amazon Kendra and Amazon Augmented AI (A2I)_en.vtt
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6.4 KB
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/07 - Modeling, Part 4 Wrapping up & Lab Activity/
|
|
001 Putting them All Together.mp4
|
5.0 MB
|
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001 Putting them All Together_en.vtt
|
6.5 KB
|
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002 Lab Tuning a Convolutional Neural Network on EC2, Part 1.mp4
|
60.8 MB
|
|
002 Lab Tuning a Convolutional Neural Network on EC2, Part 1_en.vtt
|
24.3 KB
|
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003 Lab Tuning a Convolutional Neural Network on EC2, Part 2.mp4
|
76.3 MB
|
|
003 Lab Tuning a Convolutional Neural Network on EC2, Part 2_en.vtt
|
27.8 KB
|
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004 Lab Tuning a Convolutional Neural Network on EC2, Part 3.mp4
|
44.5 MB
|
|
004 Lab Tuning a Convolutional Neural Network on EC2, Part 3_en.vtt
|
10.2 KB
|
|
/.../0. Websites you may like/
|
|
[CourseClub.Me].url
|
0.1 KB
|
|
[FreeCourseSite.com].url
|
0.1 KB
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|
[GigaCourse.Com].url
|
0.0 KB
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|
/08 - ML Implementation and Operations/
|
|
001 Section Intro Machine Learning Implementation and Operations.mp4
|
14.3 MB
|
|
001 Section Intro Machine Learning Implementation and Operations_en.vtt
|
1.7 KB
|
|
002 SageMaker's Inner Details and Production Variants.mp4
|
53.0 MB
|
|
002 SageMaker's Inner Details and Production Variants_en.vtt
|
17.9 KB
|
|
003 SageMaker On the Edge SageMaker Neo and IoT Greengrass.mp4
|
12.6 MB
|
|
003 SageMaker On the Edge SageMaker Neo and IoT Greengrass_en.vtt
|
6.4 KB
|
|
004 SageMaker Security Encryption at Rest and In Transit.mp4
|
11.7 MB
|
|
004 SageMaker Security Encryption at Rest and In Transit_en.vtt
|
6.7 KB
|
|
005 SageMaker Security VPC's, IAM, Logging, and Monitoring.mp4
|
10.1 MB
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005 SageMaker Security VPC's, IAM, Logging, and Monitoring_en.vtt
|
6.1 KB
|
|
006 SageMaker Resource Management Instance Types and Spot Training.mp4
|
8.4 MB
|
|
006 SageMaker Resource Management Instance Types and Spot Training_en.vtt
|
5.4 KB
|
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007 SageMaker Resource Management Elastic Inference, Automatic Scaling, AZ's.mp4
|
24.7 MB
|
|
007 SageMaker Resource Management Elastic Inference, Automatic Scaling, AZ's_en.vtt
|
6.8 KB
|
|
008 SageMaker Serverless Inference and Inference Recommender.mp4
|
11.3 MB
|
|
008 SageMaker Serverless Inference and Inference Recommender_en.vtt
|
9.2 KB
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009 SageMaker Inference Pipelines.mp4
|
5.6 MB
|
|
009 SageMaker Inference Pipelines_en.vtt
|
3.5 KB
|
|
010 Lab Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 1.mp4
|
25.7 MB
|
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010 Lab Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 1_en.vtt
|
16.4 KB
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011 Lab Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 2.mp4
|
40.4 MB
|
|
011 Lab Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 2_en.vtt
|
16.9 KB
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012 Lab Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 3.mp4
|
76.5 MB
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012 Lab Tuning, Deploying, and Predicting with Tensorflow on SageMaker - Part 3_en.vtt
|
19.7 KB
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/09 - Wrapping Up/
|
|
001 Section Intro Wrapping Up.mp4
|
7.3 MB
|
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001 Section Intro Wrapping Up_en.vtt
|
0.7 KB
|
|
002 More Preparation Resources.mp4
|
15.1 MB
|
|
002 More Preparation Resources_en.vtt
|
9.4 KB
|
|
003 Test-Taking Strategies, and What to Expect.mp4
|
75.6 MB
|
|
003 Test-Taking Strategies, and What to Expect_en.vtt
|
16.9 KB
|
|
004 You Made It!.mp4
|
14.0 MB
|
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004 You Made It!_en.vtt
|
1.2 KB
|
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005 Save 50% on your AWS Exam Cost!.mp4
|
8.8 MB
|
|
005 Save 50% on your AWS Exam Cost!_en.vtt
|
2.7 KB
|
|
006 Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers only.mp4
|
3.4 MB
|
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006 Get an Extra 30 Minutes on your AWS Exam - Non Native English Speakers only_en.vtt
|
1.8 KB
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|
/10 - Practice Exams/
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|
001 THANK YOU!.mp4
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27.7 MB
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001 THANK YOU!_en.vtt
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2.5 KB
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002 Bonus Lecture.html
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7.7 KB
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Total files 264
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