Projects for AI/ML and IoT integration for games and other presented at re:Invent 2021.

Last update: Nov 30, 2022

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Deep Learning Playground4AWS

Overview

Playground4AWS

Projects for AI/ML and IoT integration for games and other presented at re:Invent 2021.

Architecture

Minecraft and Lamps

This project is a Minecraft Modding using Forge platform, Node-Red, IoT device with ESP32 and AWS IoT Core to manage messages, security and device fleet.

To replicate this tutorial you will need:

Install Java Development Kit
Install Node-RED
Clone the github project
Configure AWS IoT Core
Configure Node-RED

Follow this tutorial to replicate this demo.

Check the running demo here:

IoT Device with ESP32

Demo #4

Owner

Vinicius Senger

Senior Technical Evangelist @ AWS. IoT, embedded, device-to-cloud architectures and serverless

GitHub Repository

Code for: https://berkeleyautomation.github.io/bags/

DeformableRavens Code for the paper Learning to Rearrange Deformable Cables, Fabrics, and Bags with Goal-Conditioned Transporter Networks. Here is the

121 Dec 30, 2022

Binary classification for arrythmia detection with ECG datasets.

HEART DISEASE AI DATATHON 2021 [Eng] / [Kor] #English This is an AI diagnosis modeling contest that uses the heart disease echocardiography and electr

3 Jul 14, 2022

Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning. CVPR 2018

Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning Tensorflow code and models for the paper: Large Scale Fine-Grained Categ

187 Oct 01, 2022

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

AlphaZero-Gomoku This is an implementation of the AlphaZero algorithm for playing the simple board game Gomoku (also called Gobang or Five in a Row) f

2.8k Dec 26, 2022

Implementation of accepted AAAI 2021 paper: Deep Unsupervised Image Hashing by Maximizing Bit Entropy

Deep Unsupervised Image Hashing by Maximizing Bit Entropy This is the PyTorch implementation of accepted AAAI 2021 paper: Deep Unsupervised Image Hash

62 Dec 30, 2022

BackgroundRemover lets you Remove Background from images and video with a simple command line interface

BackgroundRemover BackgroundRemover is a command line tool to remove background from video and image, made by nadermx to power https://BackgroundRemov

1.7k Dec 30, 2022

🍅🍅🍅YOLOv5-Lite: lighter, faster and easier to deploy. Evolved from yolov5 and the size of model is only 1.7M (int8) and 3.3M (fp16). It can reach 10+ FPS on the Raspberry Pi 4B when the input size is 320×320~

YOLOv5-Lite：lighter, faster and easier to deploy Perform a series of ablation experiments on yolov5 to make it lighter (smaller Flops, lower memory, a

1.5k Jan 05, 2023

Hippocampal segmentation using the UNet network for each axis

Hipposeg Hippocampal segmentation using the UNet network for each axis, inspired by https://github.com/MICLab-Unicamp/e2dhipseg Red: False Positive Gr

0 Sep 02, 2021

Demonstration of the Model Training as a CI/CD System in Vertex AI

Model Training as a CI/CD System This project demonstrates the machine model training as a CI/CD system in GCP platform. You will see more detailed wo

19 Dec 28, 2022

Relative Uncertainty Learning for Facial Expression Recognition

Relative Uncertainty Learning for Facial Expression Recognition The official implementation of the following paper at NeurIPS2021: Title: Relative Unc

35 Dec 28, 2022

MaRS - a recursive filtering framework that allows for truly modular multi-sensor integration

The Modular and Robust State-Estimation Framework, or short, MaRS, is a recursive filtering framework that allows for truly modular multi-sensor integration

143 Dec 29, 2022

An official source code for "Augmentation-Free Self-Supervised Learning on Graphs"

Augmentation-Free Self-Supervised Learning on Graphs An official source code for Augmentation-Free Self-Supervised Learning on Graphs paper, accepted

59 Dec 01, 2022

[IJCAI-2021] A benchmark of data-free knowledge distillation from paper "Contrastive Model Inversion for Data-Free Knowledge Distillation"

DataFree A benchmark of data-free knowledge distillation from paper "Contrastive Model Inversion for Data-Free Knowledge Distillation" Authors: Gongfa

47 Jan 09, 2023

FlowTorch is a PyTorch library for learning and sampling from complex probability distributions using a class of methods called Normalizing Flows

FlowTorch is a PyTorch library for learning and sampling from complex probability distributions using a class of methods called Normalizing Flows.

272 Jan 02, 2023

Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

Spacetimeformer Multivariate Forecasting This repository contains the code for the paper, "Long-Range Transformers for Dynamic Spatiotemporal Forecast

440 Jan 02, 2023

Projects for AI/ML and IoT integration for games and other presented at re:Invent 2021.

Related tags

Overview

Playground4AWS

Architecture

Minecraft and Lamps

IoT Device with ESP32

Demo #4

Owner

Vinicius Senger

Code for: https://berkeleyautomation.github.io/bags/

Binary classification for arrythmia detection with ECG datasets.

Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning. CVPR 2018

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

Implementation of accepted AAAI 2021 paper: Deep Unsupervised Image Hashing by Maximizing Bit Entropy

BackgroundRemover lets you Remove Background from images and video with a simple command line interface

🍅🍅🍅YOLOv5-Lite: lighter, faster and easier to deploy. Evolved from yolov5 and the size of model is only 1.7M (int8) and 3.3M (fp16). It can reach 10+ FPS on the Raspberry Pi 4B when the input size is 320×320~

Hippocampal segmentation using the UNet network for each axis

Demonstration of the Model Training as a CI/CD System in Vertex AI

Relative Uncertainty Learning for Facial Expression Recognition

MaRS - a recursive filtering framework that allows for truly modular multi-sensor integration

An official source code for "Augmentation-Free Self-Supervised Learning on Graphs"

[IJCAI-2021] A benchmark of data-free knowledge distillation from paper "Contrastive Model Inversion for Data-Free Knowledge Distillation"

FlowTorch is a PyTorch library for learning and sampling from complex probability distributions using a class of methods called Normalizing Flows

Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

Sound-guided Semantic Image Manipulation - Official Pytorch Code (CVPR 2022)

A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.

PyTorch Lightning implementation of Automatic Speech Recognition

Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.

Label Mask for Multi-label Classification