AWS Certified Machine Learning – Specialty 2019 Video Training Course DVD

Overall Duration : 136 Hours

Content of This Course

Introduction 15:24

Course Introduction

About The Exam

About This Course

Data Collection 01:01:58

Introduction

Concepts

General Data Terminology

Machine Learning Data Terminology

AWS Data Stores

AWS Migration Tools

AWS Helper Tools

Exam Tips



Streaming Data Collection 01:11:47

Introduction

Concepts

Kinesis Data Streams

Kinesis Firehose

Kinesis Video Streams

Kinesis Data Analytics

Exam Tips



Data Preparation 01:50:54

Introduction

Concepts

Categorical Encoding

Text Feature Engineering

Numeric Feature Engineering

Other Feature Engineering

Handling Missing Values

Feature Selection

Helper Tools

Exam Tips




Data Analysis and Visualization 01:16:38

Introduction

Concepts

Relationships

Comparisons

Distributions

Compositions

Choosing A Visualization

Exam Tips



Data Analysis and Visualization Lab

Modeling 01:22:11

Introduction

Concepts

Data Preparation

SageMaker Modeling

SageMaker Training

Exam Tips



Algorithms 02:20:49

Introduction

OPTIONAL - Why do we call them "Algorithms"?

Concepts

Regression

Clustering

Classification

Image Analysis

Anomaly Detection

Text Analytics

Reinforcement Learning

Forecasting

Ensemble Learning



Evaluation and Optimization 01:15:24

Introduction

Concepts

Monitoring and Analyzing Training Jobs

Evaluating Model Accuracy

Model Tuning

Exam Tips



Implementation and Operations 01:37:56

Introduction

Concepts

AI Developer Services

Amazon SageMaker Deployments

Other ML Deployment Options

Security

Monitor and Evaluate

Exam Tips

Wrap-Up 00:47

AWS Certified Developer - Associate 2018 Exam 14 Hours Video Course DVD

Duration : 14:38 Hours

Course content

Introduction

Introduction To The Certified Developer - Associate Course

Information For Students Who Have Completed The Solutions Architect Course

Exam Blue Print

The Free Alexa Skill For Amazon Echo

Beginners Guide To IAM

IAM 101

IAM Lab

IAM Summary

AWS This Week

Beginners Guide to EC2

EC2 101

EC2 Lab

Using Putty For SSH (Windows Users Only)

Elastic Load Balancer

Route53 Lab

CLI Demo

EC2 with S3 Role Lab

RDS 101 

RDS Lab

RDS Multi-AZ & Read Replicas

Elasticache 101 

Summary

S3

S3 101

S3 Security

S3 Policies

S3 Encryption

Setup Encryption On An S3 Bucket

CORS Configuration Lab

CloudFront

CloudFront Lab

S3 Performance Optimization

S3 Performance Update

S3 Summary

Introduction to Serverless Computing

Serverless 101

Lambda

API Gateway

Build a Simple Serverless Website with Route 53, API Gateway, Lambda and S3

Version Control With Lambda

Using Polly to Help Your Exam Lab - Part 1

Using Polly to Help Your Exam Lab - Part 2

Make an Alexa Skill Lab

Step Functions

13:14

Advanced API Gateway

Guru Of The Week

Serverless Summary

Introduction to Serverless Computing

Learn More About Serverless

DynamoDB

Introduction to DynamoDB

Creating a DynamoDB Table Lab

Indexes Deepdive

Scan vs Query API Call

DynamoDB Provisioned Throughput

DynamoDB On Demand Capacity

DynamoDB Accelerator (DAX)

Elasticache

DynamoDB Transactions

DynamoDB TTL

DynamoDB Streams

Provisioned Throughput Exceeded & Exponential Backoff

DynamoDB Summary

DynamoDB

KMS & Encryption on AWS

KMS 101

KMS API Calls

KMS Envelope Encryption

KMS Exam Tips

Other AWS Services

SQS

Simple Notification Service

Mobile App

SES vs SNS

ElasticBeanstalk 101

Deploying Applications Using ElasticBeanstalk

Updating ElasticBeanstalk

Advanced ElasticBeanstalk

RDS & ElasticBeanstalk

Kinesis 101

Kinesis Lab

Maker Labs

Other AWS Services Summary

Developer Theory

What Is CI/CD

CodeCommit 101

CodeCommit Lab

CodeDeploy 101

CodeDeploy Lab

CodePipeline 101

CodePipeline Lab

Advanced CodeDeploy the AppSpec File

Docker and CodeBuild Lab Part 1

Docker and CodeBuild Lab Part 2

CloudFormation

CloudFormation Lab

Serverless Application Model (SAM)

CloudFormation & SAM Lab

CloudFormation Nested Stacks

Developer Theory Summary

Advanced IAM

Web Identity Federation

Cognito User Pools

Cognito Lab

Inline Policies vs Managed Policies vs Custom Policies

Advanced IAM Summary

Advanced IAM

Monitoring

Introduction To CloudWatch

CloudWatch Lab

CloudWatch Vs CloudTrail

The End!!

What to expect? 

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AWS Certified Solutions Architect Associate 2018 & Professional 2018 Exam Video Training Course on 2 DVD

In this course we will start with a broad overview of the AWS platform and then deep dive into the individual elements of the AWS platform. 
You will explore Route53, EC2, S3, Cloud Front, Autoscaling, Load Balancing, RDS, RedShift, DynamoDB, EMR, VPC etc.

01_AWS Certified Solutions Architect - Associate 2018

02_AWS Certified Solutions Architect - Professional 2018

03_AWS Certified Solutions Architect - Associate

04_Amazon Web Services (AWS) Fundamentals for System Administrators

Lectures: 126
Video: 22 hours
Skill level: All Levels

Section: 1
Introduction To The Course
1. Introduction & Overview 2018 11:34
2. Getting Started - What You'll Need! 1:05
3. The Exam Blue Print 6:43
AWS Exam Guide (bluePrint)
Section: 2
AWS - 10,000 Feet Overview
4. The History Of AWS So Far 9:04
5. AWS - 10,000 Foot Overview Part 1 9:20
6. AWS - 10,000 Foot Overview Part 2 20:25
7. AWS - 10,000 Foot Overview Part 3 19:51
8. AWS - 10,000 Foot Overview Part 4 20:31
9. Don't Freak Out! 4:35
10. AWS This Week 1:13
11. Sign Up To AWS Free Tier 3:23
Quiz 1: 10,000 Foot Quiz 0:00
Section: 3
Identity Access Management (IAM)
12. IAM 101 3:32
13. IAM - Lab 20:11
14. Create A Billing Alarm - Lab 4:15
15. IAM Summary 4:56
Quiz 2: IAM - Quiz 0:00
Section: 4 
AWS Object Storage and CDN - S3, Glacier and CloudFront
16. S3 - 101 21:45
17. Create an S3 Bucket - Lab 14:59
18. Version Control - Lab 8:54
19. Cross Region Replication 16:48
CRR Monitor
20. Lifecycle Management & Glacier - Lab 14:18
21. CloudFront CDN Overview 9:12
22. Create a CloudFront CDN - Lab 16:09
23. S3 - Security & Encryption 5:39
24. Storage Gateway 16:01
25. Snowball 8:42
26. Snowball - Lab 8:46
27. S3 Transfer Acceleration 4:13
28. Create A Static Website Using S3 7:48
29. S3 Summary 17:30
Quiz 3: S3 Quiz 0:00
Section: 5
EC2 - The Backbone of AWS
30. EC2 101 - Part 1 17:55
31. EC2 101 - Part 2 14:50
32. Let's Get Our Hands Dirty! Launch An EC2 Instance - Part 1 20:23
33. Let's Get Our Hands Dirty! Launch An EC2 Instance - Part 2 11:43
34. How To Use Putty (Windows Users Only) 6:31
35. Security Groups Basics 16:07
36. Upgrading EBS Volume Types - Lab 15:57
37. Creating a Windows EC2 Instance & RAID Group 15:19
Win2016 supplemental steps.pdf
38. Create An AMI - Lab 8:22
39. AMI's - EBS Root Volumes vs Instance Store 7:45
40. Load Balancers & Health Checks 19:53
41. Cloud Watch EC2 14:20
42. The AWS Command Line & EC2 11:33
43. Using IAM roles with EC2 9:11
44. S3 CLI & Regions 9:27
45. Using Bootstrap Scripts 14:37
bashscript.sh
46. EC2 Instance Metadata 4:37
Instance Metadata and User Data 
47. Autoscaling 101 - Lab 17:06
48. EC2 Placement Groups - An Exam Must Know! 3:15
49. EFS - Concepts & Lab 15:04
50. Lambda - Concepts 18:29
51. Build A Serverless Webpage 18:20
index.html
error.html
hellocloudgurus.py
52. Using Polly To Help You Pass Your Exam - A Serverless Approach - Part 1 19:10
Change to Lambda Console.txt 
pollyassets.zip
53. Using Polly To Help You Pass Your Exam - A Serverless Approach - Part 2 8:43
54. Build An Alexa Skill 16:34
Alexa-Lab.zip 
55. Guru Of The Week 1:12
56. EC2 Summary 18:30
Quiz 4: EC2 Quiz 0:00
Section: 6
Route53
57. DNS 101 17:01
58. Route 53 - Register A Domain Name - Lab 4:37
59. Setup Our EC2 Instances - Lab 10:28
Route53-Lab-Bootstrap.txt
60. Simple Routing Policy - Lab 5:55
61. Weighted Routing Policy - Lab 6:02
62. Latency Routing Policy - Lab 4:52
63. Failover Routing Policy - Lab 9:31
64. Geolocation Routing Policy - Lab 4:24
65. DNS Exam Tips 3:41
Quiz 5: Route53 Quiz 0:00
Section: 7
Databases on AWS 
66. Databases 101 14:16
67. Launching an RDS Instance - Lab 13:26
rds.sh
connect.txt
68. RDS - Backups, Multi-AZ & Read Replicas 17:47
69. DynamoDB 12:26
70. RedShift 8:38
71. Elasticache 3:46
72. Aurora 14:27
73. Databases Summary 6:45
Quiz 6: Databases Quiz 0:00
Section: 8
VPC
74. Introduction & Overview 13:56
S5_L1_VPC_Introduction-Associates.mp4
75. Build Your Own Custom VPC - Part 1 18:02
bootstrap.txt
76. Build Your Own Custom VPC - Part 2 5:26
77. Network Address Translation (NAT) 13:43
78. Network Access Control Lists vs Security Groups 13:46
79. Custom VPC's and ELBs 2:30
80. VPC Flow Logs 4:27
81. NATs vs Bastions 3:57
82. VPC End Points 6:49
83. VPC Clean Up 3:29
84. Summary 6:09
Quiz 7: VPC Quiz 0:00
Section: 9
Application Services
85. SQS 12:45
86. SWF 6:42
87. SNS 8:13
88. Elastic Transcoder 2:01
89. API Gateway 6:34
90. Kinesis 101 9:25
91. Kinesis - Lab 5:54
Cloudformation Template
92. Application Services Summary 10:02
Quiz 8: Application Services Quiz 0:00
Section: 10
The Real World - Creating a fault tolerant Word Press Site
93. Getting Setup 12:52
94. Setting Up EC2 19:42
bashscript2017b.sh
95. Adding Resilience And Cloud Front 20:01
bash2.sh
htaccess.txt
96. Setting Up Our AMI's 22:31
97. Configuring Autoscaling & Load Testing 16:33
bash2.sh
98. CloudFormation! 10:51
Templates in YAML & JSON
99. Want To Be A Real Solutions Architect? You Need To Know CloudFormation! 1:58
Section: 11
Preparing for the Exam - White Paper Reviews
100. Overview of Amazon Web Services 5:56
101. Overview of Security Processes - Part 1 13:44
White Paper
102. Overview of Security Processes - Part 2 7:33
103. AWS Risk & Compliance 5:20
Risk & Compliance White Paper
104. Storage Options In The Cloud 7:36
AWS Storage Services Overview
105. Architecting For The AWS Cloud: Best Practices 11:51
AWS_Cloud_Best_Practices.pdf
106. Exam Practicalities 2:36
L6 Exam Practicalities Copy
Quiz 9: Mega Quiz 1 0:00
Section: 12
The Well Architected Framework
107. Introduction To The Well Architected Framework 6:21
108. Pillar One - Security 18:14
109. Pillar Two - Reliability 10:50
110. Pillar Three - Performance Efficiency 18:38
111. Pillar Four - Cost Optimization 14:35
112. Pillar Five - Operational Excellence 14:01
113. Summary of The Well Architected Framework 8:55
Section: 13
Additional Exam Tips
114. Exam Tips - Based On Student Feedback 10:50
115. Consolidated Billing 7:53
116. AWS Organizations Lab 6:13
117. Cross Account Access 14:19
My-Prod-Policy.txt
My-Role.txt
118. Resource Groups & Tagging 7:54
119. VPC Peering 4:23
120. Direct Connect 5:01
121. Security Token Service 9:07
122. Active Directory Integration 3:15
123. Workspaces 3:07
124. ECS - Part 1 - What Is Docker? 12:21
125. ECS - Part 2 - What Is ECS? 11:37
Quiz 10: More Quiz Questions 0:00
Section: 14
Thank You, Good Luck & Coming Soon!
126. Thank You To All My Students! 5:59
Quiz 11: Mega Quiz 2 0:00
Quiz 12: Scenario Based Questions 0:00
Quiz 13: Final Practice Exam 0:00

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