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A Cloud Guru - MLS - AWS.Certified.Machine.Learning.Specialty.2019

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165

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2019-12-14

Keywords:

Cloud Guru MLS AWS Certified Machine Learning Specialty 2019

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File Name

Size

01 Introduction/001 Course Introduction.mp4

16.29MB

01 Introduction/002 About The Exam.mp4

18.49MB

01 Introduction/002 Exam Blueprint.pdf

543.16KB

01 Introduction/003 About This Course.mp4

24.53MB

02 Data Collection/001 Introduction.mp4

5.47MB

02 Data Collection/002 Concepts.mp4

37.07MB

02 Data Collection/003 General Data Terminology.mp4

30.28MB

02 Data Collection/004 Image Net Data.txt

26B

02 Data Collection/004 Machine Learning Data Terminology.mp4

57.19MB

02 Data Collection/004 MNIST Data.txt

34B

02 Data Collection/004 Technobabble.txt

43B

02 Data Collection/004 Turboencabulator Video.txt

44B

02 Data Collection/005 AWS Data Stores.mp4

23.56MB

02 Data Collection/006 AWS Glue Classifiers.html

40.28KB

02 Data Collection/006 AWS Migration Tools.mp4

27.77MB

02 Data Collection/006 Data Pipeline Activities.html

15.63KB

02 Data Collection/006 DMS Release Review.txt

51B

02 Data Collection/007 AWS Helper Tools.mp4

12.2MB

02 Data Collection/008 AWS reInvent 2018 Effective Data Lakes Challenges and Design Patterns.txt

44B

02 Data Collection/008 AWS reInvent 2018 Modern Cloud Data Warehousing.txt

44B

02 Data Collection/008 Build a Data Lake Foundation with AWS Glue and Amazon S3.txt

96B

02 Data Collection/008 Exam Tips.mp4

14.97MB

02 Data Collection/008 Whitepaper - AWS Database Migration Service Best Practices.pdf

583.43KB

02 Data Collection/008 Whitepaper - Big Data Aanlytics Options on AWS.pdf

757.16KB

02 Data Collection/008 Whitepaper - Data Warehousing on AWS.pdf

350.73KB

02 Data Collection/008 Whitepaper - Migrating to Apache HBase on Amazon S3 on Amazon EMR.pdf

809.49KB

02 Data Collection/008 Whitepaper - Sizing Cloud Data Warehouses.pdf

367.93KB

03 Streaming Data Collection/001 Introduction.mp4

1.31MB

03 Streaming Data Collection/002 AWS Open Data Registry.txt

31B

03 Streaming Data Collection/002 Concepts.mp4

33.43MB

03 Streaming Data Collection/002 Googles Big Query.txt

35B

03 Streaming Data Collection/002 Kaggle.txt

24B

03 Streaming Data Collection/002 UCI Machine Learning Repository.txt

29B

03 Streaming Data Collection/003 AWS reInvent 2018 High Performance Data Streaming with Amazon Kinesis Best Practices.txt

44B

03 Streaming Data Collection/003 Kinesis Data Streams Key Concepts.html

27.9KB

03 Streaming Data Collection/003 Kinesis Data Streams.mp4

45.56MB

03 Streaming Data Collection/004 Kinesis Firehose.mp4

16.61MB

03 Streaming Data Collection/004 Streaming ETL for Data Lakes using Amazon Kinesis Firehose.txt

44B

03 Streaming Data Collection/004 What Is Amazon Kinesis Data Firehose.html

22.77KB

03 Streaming Data Collection/005 Analyze live video at scale in real time using Amazon Kinesis Video Streams and Amazon SageMaker.txt

144B

03 Streaming Data Collection/005 Deep Dive - Amazon Kinesis Video Streams.txt

44B

03 Streaming Data Collection/005 Kinesis Video Streams.mp4

11.82MB

03 Streaming Data Collection/006 Analyzing Data Streams in Real Time with Amazon Kinesis.txt

44B

03 Streaming Data Collection/006 Create real-time clickstream sessions and run analytics with Amazon Kinesis Data Analytics AWS Glue and Amazon Athena.txt

157B

03 Streaming Data Collection/006 Joining and Enriching Streaming Data on Amazon Kinesis.txt

94B

03 Streaming Data Collection/006 Kinesis Data Analytics.mp4

21.52MB

03 Streaming Data Collection/007 Exam Tips.mp4

6.85MB

03 Streaming Data Collection/007 Real-Time Machine Learning Using Amazon Kinesis.txt

44B

03 Streaming Data Collection/007 WHITEPAPER - Streaming Data Solutions on AWS with Amazon Kinesis.pdf

1.11MB

03 Streaming Data Collection/008 CloudFormation Template (setup data producer).txt

123B

03 Streaming Data Collection/008 Create Subset Transformation Query.txt

138B

03 Streaming Data Collection/008 httpsrandomuser.txt

23B

03 Streaming Data Collection/008 Lambda function (add-newline-function).txt

108B

03 Streaming Data Collection/008 PutRecord Python program.py

128B

03 Streaming Data Collection/008 Streaming Data Collection Lab.mp4

125.52MB

04 Data Preparation/001 Introduction.mp4

1.62MB

04 Data Preparation/002 Concepts.mp4

21.6MB

04 Data Preparation/003 Categorical Encoding.mp4

32.79MB

04 Data Preparation/004 Text Feature Engineering.mp4

58.54MB

04 Data Preparation/004 tf-idf Vectorizer.html

48.47KB

04 Data Preparation/005 Numeric Feature Engineering.mp4

23.75MB

04 Data Preparation/005 scikit-learn MinMaxScaler (Normalization).html

33.53KB

04 Data Preparation/005 scikit-learn StandardScaler (Standardization).html

43.46KB

04 Data Preparation/006 Common Dataset Formats.html

31KB

04 Data Preparation/006 MNIST datasets.txt

34B

04 Data Preparation/006 Other Feature Engineering.mp4

27.02MB

04 Data Preparation/007 Handling Missing Values.mp4

15.25MB

04 Data Preparation/008 Feature Selection.mp4

11.29MB

04 Data Preparation/009 AWS Glue - How it works.html

21.19KB

04 Data Preparation/009 AWS Glue Release Review.txt

51B

04 Data Preparation/009 AWS reInvent 2018 Integrate Amazon SageMaker with Apache Spark.txt

44B

04 Data Preparation/009 Getting Started with AWS Glue ETL.txt

44B

04 Data Preparation/009 Helper Tools.mp4

53.39MB

04 Data Preparation/009 Using Apache Spark with Amazon SageMaker - AWS Online Tech Talks.txt

44B

04 Data Preparation/009 What is AWS Glue.txt

44B

04 Data Preparation/010 AWS reInvent 2018 Building Serverless Analytics Pipelines with AWS Glue.txt

44B

04 Data Preparation/010 AWS reInvent 2018 Integrate Amazon SageMaker with Apache Spark.txt

88B

04 Data Preparation/010 Build a Data Lake Foundation with AWS Glue and Amazon S3.txt

96B

04 Data Preparation/010 Building Serverless ETL Pipelines with AWS Glue.txt

44B

04 Data Preparation/010 Exam Tips.mp4

26.92MB

04 Data Preparation/011 Age Groupings Query.txt

117B

04 Data Preparation/011 Data Preparation Lab.mp4

103.95MB

04 Data Preparation/011 Gender mapping pyspark code.py

117B

04 Data Preparation/011 Gender Percentages Query.txt

122B

04 Data Preparation/011 Most Common Ages Query.txt

21B

04 Data Preparation/011 User Data (user-data).txt

109B

05 Data Analysis and Visualization/001 Introduction.mp4

2.99MB

05 Data Analysis and Visualization/002 Concepts.mp4

16.66MB

05 Data Analysis and Visualization/002 Gapminder Tool.txt

33B

05 Data Analysis and Visualization/003 Relationships.mp4

20.08MB

05 Data Analysis and Visualization/004 Comparisons.mp4

13.32MB

05 Data Analysis and Visualization/005 Distributions.mp4

19.5MB

05 Data Analysis and Visualization/006 Compositions.mp4

9.61MB

05 Data Analysis and Visualization/007 Choosing A Visualization.mp4

20.98MB

05 Data Analysis and Visualization/008 Amazon QuickSight Announces General Availability of ML Insights.txt

103B

05 Data Analysis and Visualization/008 AWS reInvent 2018 Introducing ML Insights with Amazon QuickSight.txt

44B

05 Data Analysis and Visualization/008 Exam Tips.mp4

7.67MB

05 Data Analysis and Visualization/008 Matplotlib Python Library.txt

24B

05 Data Analysis and Visualization/009 Box Plot Jupyter Notebook (box-plot-example.txt

122B

05 Data Analysis and Visualization/009 Car Dataset (car_data.txt

112B

05 Data Analysis and Visualization/009 Data Analysis and Visualization Lab.mp4

149.91MB

05 Data Analysis and Visualization/009 Jupyter Notebooks.txt

21B

05 Data Analysis and Visualization/009 my-manifest.json

116B

06 Modeling/001 Introduction.mp4

2.77MB

06 Modeling/002 Concepts.mp4

37.06MB

06 Modeling/003 Data Preparation.mp4

27.12MB

06 Modeling/004 SageMaker Modeling.mp4

48.8MB

06 Modeling/005 SageMaker Training.mp4

39.05MB

06 Modeling/006 Amazon Machine Learning Key Concepts.html

49.92KB

06 Modeling/006 Exam Tips.mp4

9.25MB

06 Modeling/006 Managing Machine Learning Projects.pdf

747.21KB

06 Modeling/006 Use Your Own Algorithms with Amazon SageMaker.html

28.93KB

06 Modeling/007 Jupyter Notebook (ufo-modeling-lab.txt

122B

06 Modeling/007 K-Means Hyperparameters Documentation.html

29.21KB

06 Modeling/007 K-Means SageMaker Documentation.html

59.32KB

06 Modeling/007 Modeling Lab.mp4

143.96MB

06 Modeling/007 UFO Sightings Dataset (ufo_fullset.txt

115B

07 Algorithms/001 Introduction.mp4

2.47MB

07 Algorithms/002 OPTIONAL - Why do we call them Algorithms.mp4

49.65MB

07 Algorithms/003 Concepts.mp4

47.31MB

07 Algorithms/004 Regression.mp4

46.22MB

07 Algorithms/005 Clustering.mp4

24.94MB

07 Algorithms/006 Classification.mp4

23.57MB

07 Algorithms/007 Image Analysis.mp4

27.55MB

07 Algorithms/008 Anomaly Detection.mp4

20.28MB

07 Algorithms/009 Text Analytics.mp4

32.85MB

07 Algorithms/010 Reinforcement Learning.mp4

29.43MB

07 Algorithms/011 Forecasting.mp4

16.98MB

07 Algorithms/012 Ensemble Learning.mp4

24.11MB

07 Algorithms/013 Exam Tips.mp4

21.54MB

07 Algorithms/013 Use Amazon SageMaker Built-in Algorithms.html

30.27KB

07 Algorithms/014 Algorithms Lab.mp4

195.99MB

07 Algorithms/014 Jupyter Notebook (ufo-algorithms-lab.txt

124B

07 Algorithms/014 UFO Sightings Dataset (ufo_fullset.txt

115B

08 Evaluation and Optimization/001 Introduction.mp4

1.61MB

08 Evaluation and Optimization/002 Concepts.mp4

19.2MB

08 Evaluation and Optimization/003 Monitoring and Analyzing Training Jobs.mp4

11.05MB

08 Evaluation and Optimization/004 Evaluating Model Accuracy.mp4

45.02MB

08 Evaluation and Optimization/005 Model Tuning.mp4

24.65MB

08 Evaluation and Optimization/006 Amazon SageMaker Automatic Model Tuning Using Machine Learning for Machine Learning.txt

67B

08 Evaluation and Optimization/006 Easily monitor and visualize metrics while training models on Amazon SageMaker.txt

126B

08 Evaluation and Optimization/006 Exam Tips.mp4

10.4MB

08 Evaluation and Optimization/006 Incremental Training in Amazon SageMaker.html

46.65KB

08 Evaluation and Optimization/007 Evaluation and Optimization Lab.mp4

164.32MB

08 Evaluation and Optimization/007 Hyperparameter Tuning with Amazon SageMakers Automatic Model Tuning - AWS Online Tech Talks.txt

44B

08 Evaluation and Optimization/007 Jupyter Notebook (ufo-evaluation-optimization-lab.txt

137B

08 Evaluation and Optimization/007 Linear Learner Hyperparameters.html

76.13KB

08 Evaluation and Optimization/007 Training Dataset in recordIO Protobuf format (ufo_sightings_train_recordIO_protobuf.txt

142B

08 Evaluation and Optimization/007 Validation Dataset in recordIO Protobuf format (ufo_sightings_validation_recordIO_protobuf.txt

148B

09 Implementation and Operations/001 Introduction.mp4

2.22MB

09 Implementation and Operations/002 Concepts.mp4

43.12MB

09 Implementation and Operations/003 AI Developer Services.mp4

17.71MB

09 Implementation and Operations/004 Amazon SageMaker Deployments.mp4

36.28MB

09 Implementation and Operations/005 Other ML Deployment Options.mp4

7.28MB

09 Implementation and Operations/006 Security.mp4

43.57MB

09 Implementation and Operations/007 Monitor and Evaluate.mp4

34.25MB

09 Implementation and Operations/008 Exam Tips.mp4

14.11MB

09 Implementation and Operations/009 Call an Amazon SageMaker model endpoint using Amazon API Gateway and AWS Lambda.txt

127B

09 Implementation and Operations/009 Implementation and Operations Lab.mp4

164.09MB

09 Implementation and Operations/009 Jupyter Notebook (ufo-implementation-operations-lab.txt

139B

09 Implementation and Operations/009 Lambda Function (lambda_function.py

118B

09 Implementation and Operations/009 Sample Request JSON (sample_request.json

119B

09 Implementation and Operations/009 UFO Full Dataset (ufo_fullset.txt

115B

09 Implementation and Operations/010 Deconstruction Lab.mp4

11.1MB

10 Wrap-Up/001 Good Luck.mp4

5.22MB

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