version 0.11.2.a SIGNALPOP AI DESIGNER GETTING STARTED Copyright © 2017-2021 SignalPop LLC. All rights reserved. CONTENTS Getting Started .................................................................................................................................. 1 Overview ........................................................................................................................................... 7 Product Minimum Requrements ..................................................................................................... 7 Datasets ............................................................................................................................................8 Creating Datasets ...........................................................................................................................8 Creating the MNIST Dataset....................................................................................................... 9 Creating the MNIST ‘Source’ and ‘Target’ Datasets .................................................................... 10 Creating the CIFAR-10 Dataset .................................................................................................. 11 Creating an Image Dataset ........................................................................................................ 12 Viewing Datasets.......................................................................................................................... 14 Analyzing Datasets ....................................................................................................................... 15 Iterative PCA Analysis ............................................................................................................... 16 t-SNE Analysis .......................................................................................................................... 18 Gym Datasets............................................................................................................................... 20 Creating a Gym Datases ............................................................................................................ 21 Projects ...........................................................................................................................................22 Creating New Projects .................................................................................................................. 22 Project Editing ............................................................................................................................. 23 Visual Configuration Dialogs .....................................................................................................24 Text vs Graphical Editing ........................................................................................................... 25 Model Toolbox .........................................................................................................................26 Layer Updates .......................................................................................................................... 27 Half Sized Memory ................................................................................................................... 28 Freezing Learning .....................................................................................................................29 Opening Projects .......................................................................................................................... 30 Project Settings ........................................................................................................................ 31 Image Loading – LOAD_FROM_SERVICE Configuration............................................................. 33 Training and Testing Projects ........................................................................................................ 34 Scheduling Projects ...................................................................................................................... 37 Adding a Project to the Schedule ............................................................................................... 39 2 Setting up Secure Database Access ...........................................................................................40 Setting the Scheduling Database ...............................................................................................44 Scheduling States ..................................................................................................................... 45 Importing and Exporting ............................................................................................................... 47 Importing a Project ................................................................................................................... 47 Importing Pre-Trained Models ...................................................................................................48 Importing Weights ....................................................................................................................49 Importing Weights for Transfer Learning ................................................................................... 50 Exporting Projects .................................................................................................................... 51 Exporting to Docker .................................................................................................................. 52 Custom Trainers ........................................................................................................................... 56 Custom Trainer Settings - Trainers ............................................................................................ 57 Custom Trainer Settings - Properties ......................................................................................... 57 Debugging ....................................................................................................................................... 61 Real-Time .................................................................................................................................... 61 Histogram Blob Visualization ....................................................................................................62 Image Blob Visualization ........................................................................................................... 63 Model Debugging .....................................................................................................................64 Visualizations ...............................................................................................................................66 Weight Visualization .................................................................................................................66 Network Visualization ............................................................................................................... 67 Label Impact Visualization ........................................................................................................68 Evaluators ....................................................................................................................................69 Image Evaluation ......................................................................................................................69 Dream Evaluation ..................................................................................................................... 70 Neural Style Transfer Evaluation ............................................................................................... 71 Hardware ..................................................................................................................................... 75 Processor Resource Window ..................................................................................................... 75 Project Throughput................................................................................................................... 76 Real-Time Debug Timing .......................................................................................................... 76 Memory Tester ......................................................................................................................... 77 3 Example Models............................................................................................................................... 78 Domain-Adversarial Neural Networks (DANN) .............................................................................. 78 Datasets ................................................................................................................................... 78 DANN Model ............................................................................................................................ 79 Validating the DANN Model ...................................................................................................... 81 Deep Auto-Encoder Networks ...................................................................................................... 83 Datasets ................................................................................................................................... 83 Auto-Encoder Model ................................................................................................................