ACG13 | 8BDC237DA5C62D0BBFAF6032798DAC07EB64021F

ACG13

Name	ACG13	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	2.8 GB
Total Files	168
Last Seen
Hash	8BDC237DA5C62D0BBFAF6032798DAC07EB64021F

/01 Introduction/
001 Course Introduction.mp4	17.1 MB
01 Introduction/
002 About The Exam.mp4	19.4 MB
002 Exam Blueprint.pdf	556.2 KB
003 About This Course.mp4	25.7 MB
02 Data Collection/
001 Introduction.mp4	5.7 MB
002 Concepts.mp4	38.9 MB
003 General Data Terminology.mp4	31.7 MB
004 Image Net Data.txt	0.1 KB
004 Machine Learning Data Terminology.mp4	60.0 MB
004 MNIST Data.txt	0.1 KB
004 Technobabble.txt	0.1 KB
004 Turboencabulator Video.txt	0.1 KB
005 AWS Data Stores.mp4	24.7 MB
006 AWS Glue Classifiers.html	4.4 KB
006 AWS Migration Tools.mp4	29.1 MB
006 Data Pipeline Activities.html	4.5 KB
006 DMS Release Review.txt	0.2 KB
007 AWS Helper Tools.mp4	12.8 MB
008 AWS reInvent 2018 Effective Data Lakes Challenges and Design Patterns.txt	0.1 KB
008 AWS reInvent 2018 Modern Cloud Data Warehousing.txt	0.1 KB
008 Build a Data Lake Foundation with AWS Glue and Amazon S3.txt	0.3 KB
008 Exam Tips.mp4	15.7 MB
008 Whitepaper - AWS Database Migration Service Best Practices.pdf	597.4 KB
008 Whitepaper - Big Data Aanlytics Options on AWS.pdf	775.3 KB
008 Whitepaper - Data Warehousing on AWS.pdf	359.1 KB
008 Whitepaper - Migrating to Apache HBase on Amazon S3 on Amazon EMR.pdf	828.9 KB
008 Whitepaper - Sizing Cloud Data Warehouses.pdf	376.8 KB
03 Streaming Data Collection/
001 Introduction.mp4	1.4 MB
002 AWS Open Data Registry.txt	0.1 KB
002 Concepts.mp4	35.1 MB
002 Googles Big Query.txt	0.1 KB
002 Kaggle.txt	0.1 KB
002 UCI Machine Learning Repository.txt	0.1 KB
003 AWS reInvent 2018 High Performance Data Streaming with Amazon Kinesis Best Practices.txt	0.1 KB
003 Kinesis Data Streams Key Concepts.html	5.3 KB
003 Kinesis Data Streams.mp4	47.8 MB
004 Kinesis Firehose.mp4	17.9 MB
004 Streaming ETL for Data Lakes using Amazon Kinesis Firehose.txt	0.1 KB
004 What Is Amazon Kinesis Data Firehose.html	5.3 KB
005 Analyze live video at scale in real time using Amazon Kinesis Video Streams and Amazon SageMaker.txt	0.3 KB
005 Deep Dive - Amazon Kinesis Video Streams.txt	0.1 KB
005 Kinesis Video Streams.mp4	12.4 MB
006 Analyzing Data Streams in Real Time with Amazon Kinesis.txt	0.1 KB
006 Create real-time clickstream sessions and run analytics with Amazon Kinesis Data Analytics AWS Glue and Amazon Athena.txt	0.3 KB
006 Joining and Enriching Streaming Data on Amazon Kinesis.txt	0.2 KB
006 Kinesis Data Analytics.mp4	22.6 MB
007 Exam Tips.mp4	7.2 MB
007 Real-Time Machine Learning Using Amazon Kinesis.txt	0.1 KB
007 WHITEPAPER - Streaming Data Solutions on AWS with Amazon Kinesis.pdf	1.2 MB
008 CloudFormation Template (setup data producer).txt	0.2 KB
008 Create Subset Transformation Query.txt	0.3 KB
008 httpsrandomuser.txt	0.0 KB
008 Lambda function (add-newline-function).txt	0.2 KB
008 PutRecord Python program.py	0.3 KB
008 Streaming Data Collection Lab.mp4	131.6 MB
04 Data Preparation/
001 Introduction.mp4	1.7 MB
002 Concepts.mp4	22.7 MB
003 Categorical Encoding.mp4	34.4 MB
004 Text Feature Engineering.mp4	61.4 MB
004 tf-idf Vectorizer.html	55.1 KB
005 Numeric Feature Engineering.mp4	24.9 MB
005 scikit-learn MinMaxScaler (Normalization).html	39.1 KB
005 scikit-learn StandardScaler (Standardization).html	50.2 KB
006 Common Dataset Formats.html	4.4 KB
006 MNIST datasets.txt	0.1 KB
006 Other Feature Engineering.mp4	28.3 MB
007 Handling Missing Values.mp4	16.0 MB
008 Feature Selection.mp4	11.8 MB
009 AWS Glue - How it works.html	4.4 KB
009 AWS Glue Release Review.txt	0.1 KB
009 AWS reInvent 2018 Integrate Amazon SageMaker with Apache Spark.txt	0.1 KB
009 Getting Started with AWS Glue ETL.txt	0.1 KB
009 Helper Tools.mp4	56.0 MB
009 Using Apache Spark with Amazon SageMaker - AWS Online Tech Talks.txt	0.1 KB
009 What is AWS Glue.txt	0.1 KB
010 AWS reInvent 2018 Building Serverless Analytics Pipelines with AWS Glue.txt	0.1 KB
010 AWS reInvent 2018 Integrate Amazon SageMaker with Apache Spark.txt	0.2 KB
010 Build a Data Lake Foundation with AWS Glue and Amazon S3.txt	0.2 KB
010 Building Serverless ETL Pipelines with AWS Glue.txt	0.1 KB
010 Exam Tips.mp4	28.0 MB
010 Whitepaper - Power Machine Learning at Scale.pdf	670.6 KB
011 Age Groupings Query.txt	0.2 KB
011 Data Preparation Lab.mp4	109.0 MB
011 Gender mapping pyspark code.py	0.2 KB
011 Gender Percentages Query.txt	0.2 KB
011 Most Common Ages Query.txt	0.2 KB
011 User Data (user-data).txt	0.2 KB
05 Data Analysis and Visualization/
001 Introduction.mp4	3.1 MB
002 Concepts.mp4	17.5 MB
002 Gapminder Tool.txt	0.1 KB
003 Relationships.mp4	21.1 MB
004 Comparisons.mp4	14.0 MB
005 Distributions.mp4	20.4 MB
006 Compositions.mp4	10.1 MB
007 Choosing A Visualization.mp4	22.0 MB
008 Amazon QuickSight Announces General Availability of ML Insights.txt	0.2 KB
008 AWS reInvent 2018 Introducing ML Insights with Amazon QuickSight.txt	0.1 KB
008 Exam Tips.mp4	8.0 MB
008 Matplotlib Python Library.txt	0.0 KB
009 Box Plot Jupyter Notebook (box-plot-example.txt	0.2 KB
009 Car Dataset (car_data.txt	0.2 KB
009 Data Analysis and Visualization Lab.mp4	157.2 MB
009 Jupyter Notebooks.txt	0.0 KB
009 my-manifest.json	0.2 KB
06 Modeling/
001 Introduction.mp4	2.9 MB
002 Concepts.mp4	38.9 MB
003 Data Preparation.mp4	28.4 MB
004 SageMaker Modeling.mp4	51.2 MB
005 SageMaker Training.mp4	40.9 MB
006 Amazon Machine Learning Key Concepts.html	4.5 KB
006 Exam Tips.mp4	9.7 MB
006 Managing Machine Learning Projects.pdf	765.1 KB
006 Use Your Own Algorithms with Amazon SageMaker.html	5.2 KB
007 Jupyter Notebook (ufo-modeling-lab.txt	0.2 KB
007 K-Means Hyperparameters Documentation.html	4.4 KB
007 K-Means SageMaker Documentation.html	68.0 KB
007 Modeling Lab.mp4	151.0 MB
007 UFO Sightings Dataset (ufo_fullset.txt	0.2 KB
07 Algorithms/
001 Introduction.mp4	2.6 MB
002 OPTIONAL - Why do we call them Algorithms.mp4	52.1 MB
003 Concepts.mp4	49.6 MB
004 Regression.mp4	48.8 MB
005 Clustering.mp4	26.1 MB
006 Classification.mp4	24.7 MB
007 Image Analysis.mp4	28.9 MB
008 Anomaly Detection.mp4	21.3 MB
009 Text Analytics.mp4	34.4 MB
010 Reinforcement Learning.mp4	30.9 MB
011 Forecasting.mp4	17.8 MB
012 Ensemble Learning.mp4	25.3 MB
013 Exam Tips.mp4	22.6 MB
013 Use Amazon SageMaker Built-in Algorithms.html	4.7 KB
014 Algorithms Lab.mp4	205.5 MB
014 Jupyter Notebook (ufo-algorithms-lab.txt	0.2 KB
014 UFO Sightings Dataset (ufo_fullset.txt	0.2 KB
08 Evaluation and Optimization/
001 Introduction.mp4	1.7 MB
002 Concepts.mp4	20.1 MB
003 Monitoring and Analyzing Training Jobs.mp4	11.6 MB
004 Evaluating Model Accuracy.mp4	53.4 MB
005 Model Tuning.mp4	25.8 MB
006 Amazon SageMaker Automatic Model Tuning Using Machine Learning for Machine Learning.txt	0.1 KB
006 Easily monitor and visualize metrics while training models on Amazon SageMaker.txt	0.3 KB
006 Exam Tips.mp4	10.9 MB
006 Incremental Training in Amazon SageMaker.html	4.6 KB
007 Evaluation and Optimization Lab.mp4	172.3 MB
007 Hyperparameter Tuning with Amazon SageMakers Automatic Model Tuning - AWS Online Tech Talks.txt	0.1 KB
007 Jupyter Notebook (ufo-evaluation-optimization-lab.txt	0.3 KB
007 Linear Learner Hyperparameters.html	4.8 KB
007 Training Dataset in recordIO Protobuf format (ufo_sightings_train_recordIO_protobuf.txt	0.3 KB
007 Validation Dataset in recordIO Protobuf format (ufo_sightings_validation_recordIO_protobuf.txt	0.3 KB
09 Implementation and Operations/
001 Introduction.mp4	2.3 MB
002 Concepts.mp4	45.2 MB
003 AI Developer Services.mp4	18.6 MB
004 Amazon SageMaker Deployments.mp4	38.0 MB
005 Other ML Deployment Options.mp4	7.6 MB
006 Security.mp4	45.7 MB
007 Monitor and Evaluate.mp4	35.9 MB
008 AWS Docs Best Practices for Deploying Models.html	4.7 KB
008 AWS Whitepaper Power Machine Learning at Scale.pdf	670.6 KB
008 Exam Tips.mp4	14.8 MB
009 Call an Amazon SageMaker model endpoint using Amazon API Gateway and AWS Lambda.txt	0.3 KB
009 Implementation and Operations Lab.mp4	172.1 MB
009 Jupyter Notebook (ufo-implementation-operations-lab.txt	0.3 KB
009 Lambda Function (lambda_function.py	0.2 KB
009 Sample Request JSON (sample_request.json	0.2 KB
009 UFO Full Dataset (ufo_fullset.txt	0.2 KB
010 Deconstruction Lab.mp4	11.6 MB
10 Wrap-Up/
001 Good Luck.mp4	5.5 MB
Total files 168