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[FreeCoursesOnline.Me] A Cloud Guru - AWS Certified Machine Learning - Specialty 2020
- Date: 2023-09-14
- Size: 2.7 GB
- Files: 172
File Name
Size
0. Websites you may like/0. (1Hack.Us) Premium Tutorials-Guides-Articles _ Community based Forum.url
377 B
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286 B
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239 B
0. Websites you may like/How you can help our Group!.txt
208 B
01 Introduction/001 Course Introduction.mp4
25 MB
01 Introduction/002 About The Exam.mp4
23 MB
01 Introduction/002 Exam Blueprint.pdf
543 kB
01 Introduction/003 About This Course.mp4
30 MB
02 Data Collection/001 Introduction.mp4
5.6 MB
02 Data Collection/002 Concepts.mp4
37 MB
02 Data Collection/003 General Data Terminology.mp4
30 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 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
24 MB
02 Data Collection/006 AWS Glue Classifiers.html
43 kB
02 Data Collection/006 AWS Migration Tools.mp4
28 MB
02 Data Collection/006 DMS Release Review.txt
51 B
02 Data Collection/006 Data Pipeline Activities.html
12 kB
02 Data Collection/007 AWS Helper Tools.mp4
12 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
15 MB
02 Data Collection/008 Whitepaper - AWS Database Migration Service Best Practices.pdf
583 kB
02 Data Collection/008 Whitepaper - Big Data Aanlytics Options on AWS.pdf
757 kB
02 Data Collection/008 Whitepaper - Data Warehousing on AWS.pdf
351 kB
02 Data Collection/008 Whitepaper - Migrating to Apache HBase on Amazon S3 on Amazon EMR.pdf
810 kB
02 Data Collection/008 Whitepaper - Sizing Cloud Data Warehouses.pdf
368 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 MB
03 Streaming Data Collection/002 Googles Big Query.txt
35 B
03 Streaming Data Collection/002 Kaggle.txt
24 B
03 Streaming Data Collection/002 UCI Machine Learning Repository.txt
29 B
03 Streaming Data Collection/003 AWS reInvent 2018 High Performance Data Streaming with Amazon Kinesis Best Practices.txt
44 B
03 Streaming Data Collection/003 Kinesis Data Streams Key Concepts.html
28 kB
03 Streaming Data Collection/003 Kinesis Data Streams.mp4
46 MB
03 Streaming Data Collection/004 Kinesis Firehose.mp4
17 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
22 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
12 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
22 MB
03 Streaming Data Collection/007 Exam Tips.mp4
6.8 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
1.1 MB
03 Streaming Data Collection/008 CloudFormation Template (setup data producer).txt
123 B
03 Streaming Data Collection/008 Create Subset Transformation Query.txt
138 B
03 Streaming Data Collection/008 Lambda function (add-newline-function).txt
108 B
03 Streaming Data Collection/008 PutRecord Python program.py
128 B
03 Streaming Data Collection/008 Streaming Data Collection Lab.mp4
126 MB
03 Streaming Data Collection/008 httpsrandomuser.txt
23 B
04 Data Preparation/001 Introduction.mp4
1.6 MB
04 Data Preparation/002 Concepts.mp4
22 MB
04 Data Preparation/003 Categorical Encoding.mp4
33 MB
04 Data Preparation/004 Text Feature Engineering.mp4
58 MB
04 Data Preparation/004 tf-idf Vectorizer.html
54 kB
04 Data Preparation/005 Numeric Feature Engineering.mp4
24 MB
04 Data Preparation/005 scikit-learn MinMaxScaler (Normalization).html
38 kB
04 Data Preparation/005 scikit-learn StandardScaler (Standardization).html
49 kB
04 Data Preparation/006 Common Dataset Formats.html
30 kB
04 Data Preparation/006 MNIST datasets.txt
34 B
04 Data Preparation/006 Other Feature Engineering.mp4
27 MB
04 Data Preparation/007 Handling Missing Values.mp4
15 MB
04 Data Preparation/008 Feature Selection.mp4
11 MB
04 Data Preparation/009 AWS Glue - How it works.html
19 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 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
27 MB
04 Data Preparation/010 Whitepaper - Power Machine Learning at Scale.pdf
655 kB
04 Data Preparation/011 Age Groupings Query.txt
117 B
04 Data Preparation/011 Data Preparation Lab.mp4
104 MB
04 Data Preparation/011 Gender Percentages Query.txt
122 B
04 Data Preparation/011 Gender mapping pyspark code.py
117 B
04 Data Preparation/011 Most Common Ages Query.txt
120 B
04 Data Preparation/011 User Data (user-data).txt
109 B
05 Data Analysis and Visualization/001 Introduction.mp4
3.0 MB
05 Data Analysis and Visualization/002 Concepts.mp4
17 MB
05 Data Analysis and Visualization/002 Gapminder Tool.txt
33 B
05 Data Analysis and Visualization/003 Relationships.mp4
20 MB
05 Data Analysis and Visualization/004 Comparisons.mp4
13 MB
05 Data Analysis and Visualization/005 Distributions.mp4
20 MB
05 Data Analysis and Visualization/006 Compositions.mp4
9.6 MB
05 Data Analysis and Visualization/007 Choosing A Visualization.mp4
21 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
103 B
05 Data Analysis and Visualization/008 Exam Tips.mp4
7.7 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
150 MB
05 Data Analysis and Visualization/009 Jupyter Notebooks.txt
21 B
05 Data Analysis and Visualization/009 my-manifest.json
116 B
06 Modeling/001 Introduction.mp4
2.8 MB
06 Modeling/002 Concepts.mp4
37 MB
06 Modeling/003 Data Preparation.mp4
27 MB
06 Modeling/004 SageMaker Modeling.mp4
49 MB
06 Modeling/005 SageMaker Training.mp4
39 MB
06 Modeling/006 Amazon Machine Learning Key Concepts.html
55 kB
06 Modeling/006 Exam Tips.mp4
9.3 MB
06 Modeling/006 Managing Machine Learning Projects.pdf
747 kB
06 Modeling/006 Use Your Own Algorithms with Amazon SageMaker.html
30 kB
06 Modeling/007 Jupyter Notebook (ufo-modeling-lab.txt
122 B
06 Modeling/007 K-Means Hyperparameters Documentation.html
29 kB
06 Modeling/007 K-Means SageMaker Documentation.html
69 kB
06 Modeling/007 Modeling Lab.mp4
144 MB
06 Modeling/007 UFO Sightings Dataset (ufo_fullset.txt
115 B
07 Algorithms/001 Introduction.mp4
2.5 MB
07 Algorithms/002 OPTIONAL - Why do we call them Algorithms.mp4
50 MB
07 Algorithms/003 Concepts.mp4
47 MB
07 Algorithms/004 Regression.mp4
47 MB
07 Algorithms/005 Clustering.mp4
25 MB
07 Algorithms/006 Classification.mp4
24 MB
07 Algorithms/007 Image Analysis.mp4
28 MB
07 Algorithms/008 Anomaly Detection.mp4
20 MB
07 Algorithms/009 Text Analytics.mp4
33 MB
07 Algorithms/010 Reinforcement Learning.mp4
29 MB
07 Algorithms/011 Forecasting.mp4
17 MB
07 Algorithms/012 Ensemble Learning.mp4
24 MB
07 Algorithms/013 Exam Tips.mp4
22 MB
07 Algorithms/013 Use Amazon SageMaker Built-in Algorithms.html
30 kB
07 Algorithms/014 Algorithms Lab.mp4
196 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
1.6 MB
08 Evaluation and Optimization/002 Concepts.mp4
19 MB
08 Evaluation and Optimization/003 Monitoring and Analyzing Training Jobs.mp4
11 MB
08 Evaluation and Optimization/004 Evaluating Model Accuracy.mp4
51 MB
08 Evaluation and Optimization/005 Model Tuning.mp4
25 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 MB
08 Evaluation and Optimization/006 Incremental Training in Amazon SageMaker.html
50 kB
08 Evaluation and Optimization/007 Evaluation and Optimization Lab.mp4
164 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 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
2.9 MB
09 Implementation and Operations/002 Concepts.mp4
43 MB
09 Implementation and Operations/003 AI Developer Services.mp4
18 MB
09 Implementation and Operations/004 Amazon SageMaker Deployments.mp4
36 MB
09 Implementation and Operations/005 Other ML Deployment Options.mp4
7.3 MB
09 Implementation and Operations/006 Security.mp4
43 MB
09 Implementation and Operations/007 Monitor and Evaluate.mp4
34 MB
09 Implementation and Operations/008 AWS Docs Best Practices for Deploying Models.html
28 kB
09 Implementation and Operations/008 AWS Whitepaper Power Machine Learning at Scale.pdf
655 kB
09 Implementation and Operations/008 Exam Tips.mp4
14 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 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
17 MB
10 Wrap-Up/001 Good Luck.mp4
7.6 MB