AI_DL_AWS

materials around AI, Deep learning, AWS ...

Overview

Frameworks

Demo of running NNs across different frameworks - Training Time(s)

Platforms

deepdetect

Models

Model Zoo - Discover open source deep learning code and pretrained models

The 9 Deep Learning Papers You Need To Know About

Papers

A paper list of object detection using deep learning

Some books:

(+) https://www.amazon.de/dp/B01MRVFGX4/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1

(+) https://www.amazon.com/Artificial-Intelligence-Humans-Learning-Networks/dp/1505714346

(+) http://www.springer.com/de/book/9783642247965

Useful Links:

https://aws.amazon.com/de/aml/getting-started/

https://aws.amazon.com/de/sdk-for-python/

http://docs.aws.amazon.com/mxnet/latest/dg/mxnet-on-ec2-instance.html

https://github.com/awslabs/aws-ai-bootcamp-labs

https://github.com/dmlc/mxnet-notebooks

https://aws.amazon.com/de/campaigns/aibootcampsgermany/

based on "Hands-On Machine Learning with Scikit-Learn & TensorFlow"

CNN Models

Mask R-CNN

Mask R-CNN for Object Detection and Segmentation - implementation on Python 3, Keras, and TensorFlow

Pytorch implementation of Mask R-CNN

Frameworks

Pytorch

Intro to PyTorch with image classification on a Fashion clothes dataset (Fashion MNIST dataset - Zalando)