Introduction and Housekeeping
  • Downloadable Resources
  • Introduction
  • Increase the speed of learning
  • Overview - AWS Machine Learning Specialty Exam
  • Exam - Gap Analysis
  • Preparation - AWS Machine Learning Specialty Exam
  • AWS Account Setup, Free Tier Offers, Billing, Support
  • Billing Alerts, Delegate Access
  • Configure IAM Users, Setup Command Line Interface (CLI)
  • Benefits of Cloud Computing
  • AWS Global Infrastructure Overview
  • Security is Job Zero | AWS Public Sector Summit 2016 by Steve Schmidt
SageMaker Housekeeping
  • Downloadable Resources
  • Lab - S3 Bucket Setup
  • Lab - Setup SageMaker Notebook Instance
  • Lab - Source Code Setup
  • Kaggle Data Setup
  • SageMaker Console looks different from the course videos - Why?
  • How to download Kaggle data with code?
Machine Learning Concepts
  • Introduction to Machine Learning, Concepts, Terminologies
  • Data Types - How to handle mixed data types
  • Introduction to Python Notebook Environment
  • Introduction to working with Missing Data
  • Data Visualization - Linear, Log, Quadratic and More
Model Performance Evaluation
  • Model Performance
  • Downloadable Resources
  • Introduction
  • Regression Model Performance
  • Binary Classifier Performance
  • Binary Classifier - Confusion Matrix
  • Binary Classifier - SKLearn Confusion Matrix
  • Binary Classifier - Metrics Definition
  • Binary Classifier - Metrics Calculation
  • Question - Why not Model 1?
  • Binary Classifier - Area Under Curve Metrics
  • Multiclass Classifier
  • Model Performance
  • Model Performance Evaluation
SageMaker Service Overview
  • Downloadable Resources
  • Introduction to SageMaker
  • Instance Type and Pricing
  • DataFormat
  • SageMaker Built-in Algorithms
  • Popular Frameworks and Bring Your Own Algorithm
XGBoost - Gradient Boosted Trees
  • Downloadable Resources
  • Introduction to XGBoost
  • Lab - Data Preparation Simple Regression
  • Lab - Training Simple Regression
  • Lab - Data Preparation Non-linear Data set
  • Lab - Training Non-linear Data set
  • Exercise - Improving quality of predictions
  • Lab - Data Preparation Bike Rental Regression
  • Lab - Train Bike Rental Regression Model
  • Lab - Train using Log of Count
  • ResourceLimitExceeded Error - How to Increase Resource Limit
  • Use SageMaker SDK 2.x
  • Lab - How to train using SageMaker's built-in XGBoost Algorithm
  • Q&A: How does SageMaker built-in know the target variable?
  • Lab - How to run predictions against an existing SageMaker Endpoint
  • Additional Integration Scenarios and Examples
  • SageMaker Endpoint Features
  • SageMaker Spot Instances - Save up to 90% for training jobs
  • Lab - Multi-class Classification
  • Lab - Binary Classification
  • Exercise - Improve Data Quality in Diabetes dataset
  • Question on Diabetes Data Quality Improvement
  • Question on Diabetes model - is group mean on target the right approach?
  • HyperParameter Tuning, Bias-Variance, Regularization (L1, L2)
  • Exercise - Mushroom Classification
  • Quiz - XGBoost
  • Underfitting, Overfitting
Invoke Model Endpoint From External Clients
  • Install SageMaker SDK, GIT Client, Source Code, Security Permissions
  • IAM users for the lab
  • Integration Overview
  • Client to Endpoint using SageMaker SDK
  • Client to Endpoint using Boto3 SDK
  • Microservice - Lambda to Endpoint - Payload
  • Lambda UI Changes
  • Microservice - Lambda to Endpoint
  • API Gateway - UI Changes
  • Microservice - API Gateway, Lambda to Endpoint
Cloud Security and Access Management [Refresher]
  • Introduction
  • Shared Responsibility Model, Compliance, Delegation, Federation
  • Credentials, MFA, Identity-based, Resources-based Policy
  • Inline and Managed Policy, Amazon Resource Naming (ARN) Convention
  • Principal, Effect, Action, Resource, Not Clause
  • Conditional Access, Implicit Deny, Explicit Allow and Deny, Permission Boundary
  • IAM Roles, Cross-account access options
  • Federation, SSO, SAML, Active Directory, AWS Organizations, Cognito
  • Lab - Identity-based policy, Implicit Deny, Explicit Allow
  • Lab - Policy Generator, Managed Policy, Versions, Groups
  • Lab - Resource-based policy, Policy Generator, Principals