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Introducing aws deep lens
This document provides an overview of AWS DeepLens, a new deep learning enabled developer kit from Amazon. It first gives a brief introduction to machine learning concepts like data, model training, and inference. It then describes the specifications and architecture of AWS DeepLens, highlighting its onboard processing power and camera for running inference on images. Finally, it mentions there will be a demo of DeepLens running a computer vision model for worksite safety.
Introducing aws deep lens
- 1. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. Ric Harvey, Senior Technical Evangelist AWS DeepLens: A New Way to Learn Machine Learning
- 2. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. AWS DEEPLENS IS NOT A VIDEO CAMERA… …IT’S THE WORLDS FIRST DEEP LEARNING ENABLED DEVELOPER KIT
- 3. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. PLATFORM SERVICES APPLICATION SERVICES FRAMEWORKS & INTERFACES Caffe2 CNTK Apache MXNet PyTorch TensorFlow Chainer Keras Gluon AWS Deep Learning AMIs Amazon SageMaker Rekognition Transcribe Translate Polly Comprehend Lex AWS DeepLens EDUCATION THE AMAZON MACHINE LEARNING STACK
- 4. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. GET STARTED WITH SAMPLE PROJECTS ARTISTIC STYLE TRANSFER OBJECT DETECTION FACE DETECTION / RECOGNITION HOT DOG / NOT HOT DOG CAT VS. DOG ACTIVITY DETECTION A D D C U S T O M F U C T I O N A L I T Y O R C R E A T E YO UR O W N P R O J E C T I N A M A Z O N S A G E M A K E R
- 5. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. 2. DEEPLENS OVERVIEW 1. MACHINE LEARNING OVERVIEW TODAY WE WILL COVER 3. Demo Time
- 6. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. 1. MACHINE LEARNING OVERVIEW
- 7. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. Model training Inference OVERVIEW OF DEEP LEARNING Data
- 8. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. DATA Annotate Preprocess Data split
- 9. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. MODEL TRAINING • Define model architecture • Input the annotated and cleaned data into the model • Multiple iterations (epochs) to train the model • Validate with held back dataset Large, annotated dataset Training set Validation set Training Validate
- 10. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. INFERENCE It’s where the magic happens! 1. Preprocess new data/image just like training set. 2. Feed image back to the trained model to get a predicted output.
- 11. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. 2. DEEPLENS OVERVIEW
- 12. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. DEEPLENS SPECIFICATIONS • Intel Atom Processor • Gen9 graphics • Ubuntu OS- 16.04 LTS • 100 GFLOPS performance • Dual band Wi-Fi • 8 GB RAM • 16 GB Storage (eMMC) • 32 GB SD card • 4 MP camera with MJPEG • H.264 encoding at 1080p resolution • 2 USB ports • Micro HDMI • Audio out • AWS Greengrass preconfigured • clDNN Optimized for MXNet
- 13. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. UNDER THE COVERS - CONSOLE
- 14. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. UNDER THE COVERS – DEVICE
- 15. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. AWS DEEPLENS ARCHITECTURE Video out Data out I N F E R E N C E D E P L O Y P R O J E C T S Manage device Security Console Project Management AWS Cloud Intel: Model Optimizer cIDNN and Driver
- 16. © 2018, AmazonWeb Services, Inc. or its Affiliates. All rights reserved. Demo Time https://github.com/jennyd77/WorkSiteSafety