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Course Outline
Introduction to AWS and its AI/ML Services for Government
Setting Up the AWS Environment for Government
- Creating and Managing an AWS Account for Government Use
- Introduction to the AWS Management Console for Government
- Setting up AWS Command Line Interface (CLI) and Software Development Kits (SDKs) for Government Operations
Overview of AWS AI/ML Services for Government
- Amazon SageMaker, AWS Deep Learning AMIs, and AWS AI Services for Government Applications
- Real-World Applications of AI/ML on AWS for Government Operations
- Case Studies and Industry Examples Relevant to Government
Amazon SageMaker for Government Use
- Introduction to Amazon SageMaker for Government Agencies
- SageMaker Studio and Notebook Instances for Government Projects
- Key Features and Functionalities of SageMaker for Government
- Importing and Processing Data in SageMaker for Government Datasets
- Feature Engineering and Data Cleaning for Government Applications
Model Training and Tuning for Government Projects
- Creating and Configuring Training Jobs for Government Models
- Using Built-in Algorithms and Custom Scripts for Government-Specific Needs
- Hyperparameter Tuning for Optimal Model Performance in Government Applications
- Debugging and Profiling Training Jobs to Ensure Reliability for Government Use
Model Deployment and Management for Government Operations
- Endpoint Creation and Configuration for Government Models
- Model Monitoring and Management for Government Compliance
- Advanced Deployment Techniques for Government Applications
- Multi-Model Endpoints for Efficient Resource Utilization in Government
- A/B Testing and Blue/Green Deployments for Seamless Model Updates in Government Systems
AWS AI Services for Specific Use Cases in Government
- Amazon Rekognition for Government Surveillance and Security
- Image and Video Analysis for Government Operations
- Text-to-Speech and Speech-to-Text Services for Government Communications
- Integrating Polly and Transcribe into Government Applications
Advanced AI Services on AWS for Government
- Overview of Amazon Comprehend and Lex for Government Use
- Natural Language Processing and Chatbot Services for Government Agencies
- Building and Deploying Chatbots with Lex for Government Customer Service
- Amazon Translate and Forecast for Government Operations
- Language Translation and Time-Series Forecasting for Government Decision-Making
- Practical Applications and Use Cases of Advanced AI Services in Government
Summary and Next Steps for Government Implementation
Requirements
- Fundamental knowledge of artificial intelligence and machine learning concepts
- Basic understanding of Amazon Web Services (AWS)
- Proficiency in programming with Python
Audience
- Data scientists for government and private sector
- Machine learning engineers
- Artificial intelligence enthusiasts
- Information technology professionals
14 Hours
Testimonials (2)
All good, nothing to improve
Ievgen Vinchyk - GE Medical Systems Polska Sp. Z O.O.
Course - AWS Lambda for Developers
IOT applications
