02 Data Collection/003 General Data Terminology.mp430.3 MB
02 Data Collection/004 Image Net Data.txt26 B
02 Data Collection/004 Machine Learning Data Terminology.mp457.2 MB
02 Data Collection/004 MNIST Data.txt34 B
02 Data Collection/004 Technobabble.txt43 B
02 Data Collection/004 Turboencabulator Video.txt44 B
02 Data Collection/005 AWS Data Stores.mp423.6 MB
02 Data Collection/006 AWS Glue Classifiers.html40.3 KB
02 Data Collection/006 AWS Migration Tools.mp427.8 MB
02 Data Collection/006 Data Pipeline Activities.html15.6 KB
02 Data Collection/006 DMS Release Review.txt51 B
02 Data Collection/007 AWS Helper Tools.mp412.2 MB
02 Data Collection/008 AWS reInvent 2018 Effective Data Lakes Challenges and Design Patterns.txt44 B
02 Data Collection/008 AWS reInvent 2018 Modern Cloud Data Warehousing.txt44 B
02 Data Collection/008 Build a Data Lake Foundation with AWS Glue and Amazon S3.txt96 B
02 Data Collection/008 Exam Tips.mp415 MB
02 Data Collection/008 Whitepaper - AWS Database Migration Service Best Practices.pdf583.4 KB
02 Data Collection/008 Whitepaper - Big Data Aanlytics Options on AWS.pdf757.2 KB
02 Data Collection/008 Whitepaper - Data Warehousing on AWS.pdf350.7 KB
02 Data Collection/008 Whitepaper - Migrating to Apache HBase on Amazon S3 on Amazon EMR.pdf809.5 KB
02 Data Collection/008 Whitepaper - Sizing Cloud Data Warehouses.pdf367.9 KB
03 Streaming Data Collection/001 Introduction.mp41.3 MB
03 Streaming Data Collection/002 AWS Open Data Registry.txt31 B
03 Streaming Data Collection/002 Concepts.mp433.4 MB
03 Streaming Data Collection/002 Googles Big Query.txt35 B
03 Streaming Data Collection/002 Kaggle.txt24 B
03 Streaming Data Collection/002 UCI Machine Learning Repository.txt29 B
03 Streaming Data Collection/003 AWS reInvent 2018 High Performance Data Streaming with Amazon Kinesis Best Practices.txt44 B
03 Streaming Data Collection/003 Kinesis Data Streams Key Concepts.html27.9 KB
03 Streaming Data Collection/003 Kinesis Data Streams.mp445.6 MB
03 Streaming Data Collection/004 Kinesis Firehose.mp416.6 MB
03 Streaming Data Collection/004 Streaming ETL for Data Lakes using Amazon Kinesis Firehose.txt44 B
03 Streaming Data Collection/004 What Is Amazon Kinesis Data Firehose.html22.8 KB
03 Streaming Data Collection/005 Analyze live video at scale in real time using Amazon Kinesis Video Streams and Amazon SageMaker.txt144 B
03 Streaming Data Collection/005 Deep Dive - Amazon Kinesis Video Streams.txt44 B
03 Streaming Data Collection/005 Kinesis Video Streams.mp411.8 MB
03 Streaming Data Collection/006 Analyzing Data Streams in Real Time with Amazon Kinesis.txt44 B
03 Streaming Data Collection/006 Create real-time clickstream sessions and run analytics with Amazon Kinesis Data Analytics AWS Glue and Amazon Athena.txt157 B
03 Streaming Data Collection/006 Joining and Enriching Streaming Data on Amazon Kinesis.txt94 B
03 Streaming Data Collection/006 Kinesis Data Analytics.mp421.5 MB
03 Streaming Data Collection/007 Exam Tips.mp46.8 MB
03 Streaming Data Collection/007 Real-Time Machine Learning Using Amazon Kinesis.txt44 B
03 Streaming Data Collection/007 WHITEPAPER - Streaming Data Solutions on AWS with Amazon Kinesis.pdf1.1 MB
03 Streaming Data Collection/008 CloudFormation Template (setup data producer).txt123 B
03 Streaming Data Collection/008 Create Subset Transformation Query.txt138 B
03 Streaming Data Collection/008 httpsrandomuser.txt23 B
03 Streaming Data Collection/008 Lambda function (add-newline-function).txt108 B
03 Streaming Data Collection/008 PutRecord Python program.py128 B
03 Streaming Data Collection/008 Streaming Data Collection Lab.mp4125.5 MB
04 Data Preparation/001 Introduction.mp41.6 MB
04 Data Preparation/002 Concepts.mp421.6 MB
04 Data Preparation/003 Categorical Encoding.mp432.8 MB
04 Data Preparation/004 Text Feature Engineering.mp458.5 MB
04 Data Preparation/004 tf-idf Vectorizer.html48.5 KB
04 Data Preparation/005 Numeric Feature Engineering.mp423.7 MB
04 Data Preparation/005 scikit-learn MinMaxScaler (Normalization).html33.5 KB
04 Data Preparation/005 scikit-learn StandardScaler (Standardization).html43.5 KB
04 Data Preparation/006 Common Dataset Formats.html31 KB
04 Data Preparation/006 MNIST datasets.txt34 B
04 Data Preparation/006 Other Feature Engineering.mp427 MB
04 Data Preparation/007 Handling Missing Values.mp415.3 MB
04 Data Preparation/008 Feature Selection.mp411.3 MB
04 Data Preparation/009 AWS Glue - How it works.html21.2 KB
04 Data Preparation/009 AWS Glue Release Review.txt51 B
04 Data Preparation/009 AWS reInvent 2018 Integrate Amazon SageMaker with Apache Spark.txt44 B
04 Data Preparation/009 Getting Started with AWS Glue ETL.txt44 B
04 Data Preparation/009 Helper Tools.mp453.4 MB
04 Data Preparation/009 Using Apache Spark with Amazon SageMaker - AWS Online Tech Talks.txt44 B
04 Data Preparation/009 What is AWS Glue.txt44 B
04 Data Preparation/010 AWS reInvent 2018 Building Serverless Analytics Pipelines with AWS Glue.txt44 B
04 Data Preparation/010 AWS reInvent 2018 Integrate Amazon SageMaker with Apache Spark.txt88 B
04 Data Preparation/010 Build a Data Lake Foundation with AWS Glue and Amazon S3.txt96 B
04 Data Preparation/010 Building Serverless ETL Pipelines with AWS Glue.txt44 B
04 Data Preparation/010 Exam Tips.mp426.9 MB
04 Data Preparation/011 Age Groupings Query.txt117 B
04 Data Preparation/011 Data Preparation Lab.mp4104 MB
04 Data Preparation/011 Gender mapping pyspark code.py117 B
04 Data Preparation/011 Gender Percentages Query.txt122 B
04 Data Preparation/011 Most Common Ages Query.txt21 B
04 Data Preparation/011 User Data (user-data).txt109 B
05 Data Analysis and Visualization/001 Introduction.mp43 MB
05 Data Analysis and Visualization/002 Concepts.mp416.7 MB
05 Data Analysis and Visualization/002 Gapminder Tool.txt33 B
05 Data Analysis and Visualization/003 Relationships.mp420.1 MB
05 Data Analysis and Visualization/004 Comparisons.mp413.3 MB
05 Data Analysis and Visualization/005 Distributions.mp419.5 MB
05 Data Analysis and Visualization/006 Compositions.mp49.6 MB
05 Data Analysis and Visualization/007 Choosing A Visualization.mp421 MB
05 Data Analysis and Visualization/008 Amazon QuickSight Announces General Availability of ML Insights.txt103 B
05 Data Analysis and Visualization/008 AWS reInvent 2018 Introducing ML Insights with Amazon QuickSight.txt44 B
05 Data Analysis and Visualization/008 Exam Tips.mp47.7 MB
05 Data Analysis and Visualization/008 Matplotlib Python Library.txt24 B
05 Data Analysis and Visualization/009 Box Plot Jupyter Notebook (box-plot-example.txt122 B