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Course Outline
Getting Started
- Setting Up CNTK on Your Machine
- Enabling 1-bit Stochastic Gradient Descent (SGD)
- Developing and Testing for Government Applications
- CNTK Production Test Configurations for Government Use
- Contributing to CNTK Development for Government Projects
- Tutorial
- Tutorial II
- CNTK Usage Overview
- Examples
- Presentations
- Multiple GPUs¹ and Machines for Government Operations
Configuring CNTK for Government Use
- Configuration File Overview
- Simple Network Builder
- BrainScript Network Builder
- SGD Block Configuration
- Reader Block Configuration
- Train, Test, and Evaluation Configurations
- Top-Level Configuration Settings for Government Systems
Describing Networks for Government Applications
- Basic Concepts
- Expressions in Network Descriptions
- Defining Functions for Government Models
- Full Function Reference for Government Use
Data Readers for Government Data Sources
- Text Format Reader
- CNTK Text Format Reader for Government Datasets
- UCI Fast Reader (Deprecated)
- HTKMLF Reader for Government Audio Data
- LM Sequence Reader for Government Language Models
- LU Sequence Reader for Government Sequence Data
- Image Reader for Government Image Datasets
Evaluating CNTK Models for Government Applications
- Overview of Evaluation Techniques
- C++ Evaluation Interface for Government Systems
- C# Evaluation Interface for Government Use
- Evaluating Hidden Layers in Government Models
- C# Image Transforms for Evaluation in Government Applications
Advanced Topics for Government Users
- Command Line Parsing Rules for Government Operations
- Top-Level Commands for Government Configurations
- Plot Command for Visualizing Government Data
- ConvertDBN Command for Migrating Government Models
¹ The topic related to the use of CNTK with a GPU is not available as part of remote training courses. This module can be delivered during in-person classroom-based courses, but only by prior agreement and if both the trainer and all participants have laptops equipped with supported NVIDIA GPUs (not provided by NobleProg). NobleProg cannot guarantee the availability of trainers with the required hardware for government-specific training sessions.
Requirements
Essential programming skills for government
28 Hours
