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AWS for Data Science & Data Analytics
Setup & Fundamentals
Course Introduction - What We'll Cover! (3:39)
Share Your Journey!
An Overview Of Cloud Computing (4:13)
Important - Read Before Starting The Course
Good To Know - AWS Regions & Availability Zones (6:18)
Quiz Time: AWS Regions & Availability Zones
Creating & Configuring An AWS Account - Important Note
Creating & Configuring An AWS Account (7:00)
Setting Up A Billing Alarm (7:25)
IAM - Identity & Access Management
Introduction To IAM (Identity & Access Management) (1:15)
IAM Users (4:54)
IAM User Groups (3:44)
IAM Roles (6:43)
IAM Policies (8:19)
Creating an IAM User & IAM User Group (Part 1) (8:22)
Creating an IAM User & IAM User Group (Part 2) (9:35)
Quiz Time! IAM - Key Concepts
S3 - Simple Storage Service
An Overview of S3 (Simple Storage Service) (7:55)
Getting The Data For S3
Creating & Configuring Our First S3 Bucket! (17:30)
Quiz Time! S3 - Key Concepts
Lambda - Serverless Compute
An Overview Of AWS Lambda (Part 1) (4:33)
An Overview Of AWS Lambda (Part 2) (9:21)
Creating Our First Lambda Function (Download Resources)
Creating Our First Lambda Function (15:18)
Introducing Lambda Layers (5:28)
Lambda Layers For Python Libraries + CloudShell (25:16)
Lambda Layers For Helper Scripts (11:15)
Lambda Layers For Full Deployment Packages (23:01)
Project: Lambda + S3 To Resize Images (Part 1) (1:50)
Project: Lambda + S3 To Resize Images (Part 2) (2:35)
Project: Lambda + S3 To Resize Images (Part 3) (9:16)
Project: Lambda + S3 To Resize Images (Part 4) (11:50)
Project: Lambda + S3 To Resize Images (Part 5) (14:57)
Quiz Time! Lambda - Key Concepts
EC2 - Elastic Compute Cloud
Introducing AWS EC2 (Elastic Compute Cloud) (11:53)
EC2: Setting Up Our IAM Permissions (2:30)
EC2: Creating Our First Instance (17:17)
EC2: Connecting To Our Instance Using Instance Connect (7:28)
EC2: Connecting To Our Instance Using A Remote Desktop (9:35)
EC2: Connecting Via SSH (Mac & Windows)
Quiz Time! EC2 - Key Concepts
SageMaker - Build, Train & Deploy Machine Learning Models
Introducing AWS SageMaker For Machine Learning (1:18)
Important - Cost Considerations For AWS SageMaker (1:32)
SageMaker: Setting Up Our IAM Permissions (3:29)
SageMaker: Creating & Configuring A SageMaker Domain (6:20)
SageMaker: An Overview of SageMaker Studio (7:20)
SageMaker: Cost Overview For SageMaker Canvas (7:04)
SageMaker: An Overview Of SageMaker Canvas (7:44)
SageMaker: Download The Loyalty Prediction Data
SageMaker: A Look At Our Loyalty Prediction Data (3:47)
SageMaker: Training Our Loyalty Prediction Model (29:49)
SageMaker: Connecting Python to AWS With boto3 - Downloading Anaconda
SageMaker: Connecting Python To AWS With boto3 (15:21)
SageMaker: An Overview Of Service Quotas (6:05)
SageMaker: Deploying Our Loyalty Prediction Model (21:19)
SageMaker: AutoML - Important Note
SageMaker: Training Our Loyalty Prediction Model Using AutoML (18:00)
SageMaker: Image Classification Task - Important Note
SageMaker Project: Image Classification Task Using SageMaker Canvas (17:56)
SageMaker: Cleaning Up Our Canvas Resources (Important) (10:03)
SageMaker: Canvas Cost Check (6:25)
SageMaker: Notebook Instance Project - Get The Data + Notebook Files
SageMaker: Notebook Instance Project - Setup + Data Upload (7:27)
SageMaker: Notebook Instance Project - Data Prep + Preprocessing (16:22)
SageMaker: Notebook Instance Project - Training The Model (17:51)
SageMaker: Notebook Instance Project - Deploying The Model (13:30)
SageMaker: Notebook Instance Project - Resource Clean Up (Important) (4:21)
Good To Know: SageMaker Notebook Instance Costs
AWS Databases
An Overview Of AWS Databases (11:05)
Setting Up Our IAM Permissions For RDS (1:29)
Creating An RDS Database - Download The Sample Dataset
Creating An RDS Database + Uploading Data + Querying The Data With SQL (24:17)
Setting Up Our IAM Permissions For DynamoDB (1:34)
Creating A DynamoDB Table + Uploading Data + Querying Data (21:24)
Programmatically Working With Our DynamoDB Table (13:48)
Quiz Time! AWS Databases
Final Notes
Final Cost Check (3:08)
Final Note on AWS Costs
Get Your Certificate + Share Your New Skills!
SageMaker: Notebook Instance Project - Deploying The Model
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