[FreeCoursesOnline.Me] A Cloud Guru - AWS Certified Machine Learning - Specialty 2020

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0. Websites you may like/How you can help our Group!.txt

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01 Introduction/001 Course Introduction.mp4

24.84 MB

01 Introduction/002 About The Exam.mp4

23.22 MB

01 Introduction/002 Exam Blueprint.pdf

543.16 KB

01 Introduction/003 About This Course.mp4

30.43 MB

02 Data Collection/001 Introduction.mp4

5.57 MB

02 Data Collection/002 Concepts.mp4

37.07 MB

02 Data Collection/003 General Data Terminology.mp4

30.28 MB

02 Data Collection/004 Image Net Data.txt

26 B

02 Data Collection/004 MNIST Data.txt

34 B

02 Data Collection/004 Machine Learning Data Terminology.mp4

57.19 MB

02 Data Collection/004 Technobabble.txt

43 B

02 Data Collection/004 Turboencabulator Video.txt

44 B

02 Data Collection/005 AWS Data Stores.mp4

23.56 MB

02 Data Collection/006 AWS Glue Classifiers.html

42.97 KB

02 Data Collection/006 AWS Migration Tools.mp4

27.77 MB

02 Data Collection/006 DMS Release Review.txt

51 B

02 Data Collection/006 Data Pipeline Activities.html

12.18 KB

02 Data Collection/007 AWS Helper Tools.mp4

12.2 MB

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

44 B

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

44 B

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

96 B

02 Data Collection/008 Exam Tips.mp4

14.97 MB

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

583.43 KB

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

757.16 KB

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

350.73 KB

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

809.49 KB

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

367.93 KB

03 Streaming Data Collection/001 Introduction.mp4

1.6 MB

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

31 B

03 Streaming Data Collection/002 Concepts.mp4

33.43 MB

03 Streaming Data Collection/002 Googles Big Query.txt

35 B

03 Streaming Data Collection/002 Kaggle.txt

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

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

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

28.44 KB

03 Streaming Data Collection/003 Kinesis Data Streams.mp4

45.56 MB

03 Streaming Data Collection/004 Kinesis Firehose.mp4

17.04 MB

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

44 B

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

21.88 KB

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

144 B

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

44 B

03 Streaming Data Collection/005 Kinesis Video Streams.mp4

11.82 MB

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

44 B

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

157 B

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

94 B

03 Streaming Data Collection/006 Kinesis Data Analytics.mp4

21.52 MB

03 Streaming Data Collection/007 Exam Tips.mp4

6.85 MB

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

44 B

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

1.11 MB

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

123 B

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

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

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03 Streaming Data Collection/008 PutRecord Python program.py

128 B

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

125.52 MB

03 Streaming Data Collection/008 httpsrandomuser.txt

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04 Data Preparation/001 Introduction.mp4

1.62 MB

04 Data Preparation/002 Concepts.mp4

21.6 MB

04 Data Preparation/003 Categorical Encoding.mp4

32.79 MB

04 Data Preparation/004 Text Feature Engineering.mp4

58.54 MB

04 Data Preparation/004 tf-idf Vectorizer.html

53.82 KB

04 Data Preparation/005 Numeric Feature Engineering.mp4

23.75 MB

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

38.21 KB

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

48.97 KB

04 Data Preparation/006 Common Dataset Formats.html

29.84 KB

04 Data Preparation/006 MNIST datasets.txt

34 B

04 Data Preparation/006 Other Feature Engineering.mp4

27.02 MB

04 Data Preparation/007 Handling Missing Values.mp4

15.25 MB

04 Data Preparation/008 Feature Selection.mp4

11.29 MB

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

19.04 KB

04 Data Preparation/009 AWS Glue Release Review.txt

51 B

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

44 B

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

44 B

04 Data Preparation/009 Helper Tools.mp4

53.39 MB

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

44 B

04 Data Preparation/009 What is AWS Glue.txt

44 B

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

44 B

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

88 B

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

96 B

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

44 B

04 Data Preparation/010 Exam Tips.mp4

26.68 MB

04 Data Preparation/010 Whitepaper - Power Machine Learning at Scale.pdf

654.93 KB

04 Data Preparation/011 Age Groupings Query.txt

117 B

04 Data Preparation/011 Data Preparation Lab.mp4

103.95 MB

04 Data Preparation/011 Gender Percentages Query.txt

122 B

04 Data Preparation/011 Gender mapping pyspark code.py

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04 Data Preparation/011 Most Common Ages Query.txt

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

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05 Data Analysis and Visualization/001 Introduction.mp4

2.99 MB

05 Data Analysis and Visualization/002 Concepts.mp4

16.66 MB

05 Data Analysis and Visualization/002 Gapminder Tool.txt

33 B

05 Data Analysis and Visualization/003 Relationships.mp4

20.08 MB

05 Data Analysis and Visualization/004 Comparisons.mp4

13.32 MB

05 Data Analysis and Visualization/005 Distributions.mp4

19.5 MB

05 Data Analysis and Visualization/006 Compositions.mp4

9.61 MB

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

20.98 MB

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

44 B

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

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05 Data Analysis and Visualization/008 Exam Tips.mp4

7.67 MB

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

24 B

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

122 B

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

112 B

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

149.91 MB

05 Data Analysis and Visualization/009 Jupyter Notebooks.txt

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

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06 Modeling/001 Introduction.mp4

2.77 MB

06 Modeling/002 Concepts.mp4

37.06 MB

06 Modeling/003 Data Preparation.mp4

27.12 MB

06 Modeling/004 SageMaker Modeling.mp4

48.8 MB

06 Modeling/005 SageMaker Training.mp4

39.05 MB

06 Modeling/006 Amazon Machine Learning Key Concepts.html

54.66 KB

06 Modeling/006 Exam Tips.mp4

9.25 MB

06 Modeling/006 Managing Machine Learning Projects.pdf

747.21 KB

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

29.65 KB

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

122 B

06 Modeling/007 K-Means Hyperparameters Documentation.html

29.42 KB

06 Modeling/007 K-Means SageMaker Documentation.html

69.22 KB

06 Modeling/007 Modeling Lab.mp4

143.96 MB

06 Modeling/007 UFO Sightings Dataset (ufo_fullset.txt

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07 Algorithms/001 Introduction.mp4

2.47 MB

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

49.65 MB

07 Algorithms/003 Concepts.mp4

47.31 MB

07 Algorithms/004 Regression.mp4

46.58 MB

07 Algorithms/005 Clustering.mp4

24.94 MB

07 Algorithms/006 Classification.mp4

23.57 MB

07 Algorithms/007 Image Analysis.mp4

27.55 MB

07 Algorithms/008 Anomaly Detection.mp4

20.28 MB

07 Algorithms/009 Text Analytics.mp4

32.85 MB

07 Algorithms/010 Reinforcement Learning.mp4

29.43 MB

07 Algorithms/011 Forecasting.mp4

16.98 MB

07 Algorithms/012 Ensemble Learning.mp4

24.11 MB

07 Algorithms/013 Exam Tips.mp4

21.54 MB

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

29.94 KB

07 Algorithms/014 Algorithms Lab.mp4

195.99 MB

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

124 B

07 Algorithms/014 UFO Sightings Dataset (ufo_fullset.txt

115 B

08 Evaluation and Optimization/001 Introduction.mp4

1.61 MB

08 Evaluation and Optimization/002 Concepts.mp4

19.2 MB

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

11.05 MB

08 Evaluation and Optimization/004 Evaluating Model Accuracy.mp4

50.89 MB

08 Evaluation and Optimization/005 Model Tuning.mp4

24.65 MB

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

67 B

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

126 B

08 Evaluation and Optimization/006 Exam Tips.mp4

10.4 MB

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

49.84 KB

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

164.32 MB

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

44 B

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

137 B

08 Evaluation and Optimization/007 Linear Learner Hyperparameters.html

86.4 KB

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

142 B

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

148 B

09 Implementation and Operations/001 Introduction.mp4

2.87 MB

09 Implementation and Operations/002 Concepts.mp4

43.12 MB

09 Implementation and Operations/003 AI Developer Services.mp4

17.71 MB

09 Implementation and Operations/004 Amazon SageMaker Deployments.mp4

36.25 MB

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

7.28 MB

09 Implementation and Operations/006 Security.mp4

42.95 MB

09 Implementation and Operations/007 Monitor and Evaluate.mp4

34.25 MB

09 Implementation and Operations/008 AWS Docs Best Practices for Deploying Models.html

28.47 KB

09 Implementation and Operations/008 AWS Whitepaper Power Machine Learning at Scale.pdf

654.93 KB

09 Implementation and Operations/008 Exam Tips.mp4

14.11 MB

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

127 B

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

164.09 MB

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

139 B

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

118 B

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

119 B

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

115 B

09 Implementation and Operations/010 Deconstruction Lab.mp4

16.93 MB

10 Wrap-Up/001 Good Luck.mp4

7.58 MB

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