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

Vinicius Senger

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

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Image Captioning on google cloud platform based on iot

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DFFNet: An IoT-perceptive Dual Feature Fusion Network for General Real-time Semantic Segmentation

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Official code for On Path Integration of Grid Cells: Group Representation and Isotropic Scaling (NeurIPS 2021)

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Official PyTorch implementation of "IntegralAction: Pose-driven Feature Integration for Robust Human Action Recognition in Videos", CVPRW 2021

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Official repo for AutoInt: Automatic Integration for Fast Neural Volume Rendering in CVPR 2021

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Object tracking and object detection is applied to track golf puts in real time and display stats/games.

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[EMNLP 2020] Keep CALM and Explore: Language Models for Action Generation in Text-based Games

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TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.

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A library of scripts that interact with the PythonTurtle module to create games, drawings, and more

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Owner

Vinicius Senger

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

GitHub

Provided is code that demonstrates the training and evaluation of the work presented in the paper: "On the Detection of Digital Face Manipulation" published in CVPR 2020.

FFD Source Code Provided is code that demonstrates the training and evaluation of the work presented in the paper: "On the Detection of Digital Face M

88 Nov 22, 2022

Prototypical python implementation of the trust-region algorithm presented in Sequential Linearization Method for Bound-Constrained Mathematical Programs with Complementarity Constraints by Larson, Leyffer, Kirches, and Manns.

Prototypical python implementation of the trust-region algorithm presented in Sequential Linearization Method for Bound-Constrained Mathematical Programs with Complementarity Constraints by Larson, Leyffer, Kirches, and Manns.

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TensorFlow code for the neural network presented in the paper: "Structural Language Models of Code" (ICML'2020)

SLM: Structural Language Models of Code This is an official implementation of the model described in: "Structural Language Models of Code" [PDF] To ap

73 Nov 6, 2022

Official implementation of GraphMask as presented in our paper Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking.

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Official implementation of the network presented in the paper "M4Depth: A motion-based approach for monocular depth estimation on video sequences"

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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

You might also like...

Image Captioning on google cloud platform based on iot

DFFNet: An IoT-perceptive Dual Feature Fusion Network for General Real-time Semantic Segmentation

Official code for On Path Integration of Grid Cells: Group Representation and Isotropic Scaling (NeurIPS 2021)

Official PyTorch implementation of "IntegralAction: Pose-driven Feature Integration for Robust Human Action Recognition in Videos", CVPRW 2021

Official repo for AutoInt: Automatic Integration for Fast Neural Volume Rendering in CVPR 2021

Object tracking and object detection is applied to track golf puts in real time and display stats/games.

[EMNLP 2020] Keep CALM and Explore: Language Models for Action Generation in Text-based Games

TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.

A library of scripts that interact with the PythonTurtle module to create games, drawings, and more

Owner

Vinicius Senger

Provided is code that demonstrates the training and evaluation of the work presented in the paper: "On the Detection of Digital Face Manipulation" published in CVPR 2020.

Prototypical python implementation of the trust-region algorithm presented in Sequential Linearization Method for Bound-Constrained Mathematical Programs with Complementarity Constraints by Larson, Leyffer, Kirches, and Manns.

TensorFlow code for the neural network presented in the paper: "Structural Language Models of Code" (ICML'2020)

Official implementation of GraphMask as presented in our paper Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking.

Official implementation of the network presented in the paper "M4Depth: A motion-based approach for monocular depth estimation on video sequences"

Code for the Population-Based Bandits Algorithm, presented at NeurIPS 2020.

Collection of TensorFlow2 implementations of Generative Adversarial Network varieties presented in research papers.

Piotr - IoT firmware emulation instrumentation for training and research

DiAne is a smart fuzzer for IoT devices

FIRM-AFL is the first high-throughput greybox fuzzer for IoT firmware.

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

You might also like...

Image Captioning on google cloud platform based on iot

DFFNet: An IoT-perceptive Dual Feature Fusion Network for General Real-time Semantic Segmentation

Official code for On Path Integration of Grid Cells: Group Representation and Isotropic Scaling (NeurIPS 2021)

Official PyTorch implementation of "IntegralAction: Pose-driven Feature Integration for Robust Human Action Recognition in Videos", CVPRW 2021

Official repo for AutoInt: Automatic Integration for Fast Neural Volume Rendering in CVPR 2021

Object tracking and object detection is applied to track golf puts in real time and display stats/games.

[EMNLP 2020] Keep CALM and Explore: Language Models for Action Generation in Text-based Games

​TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.

A library of scripts that interact with the PythonTurtle module to create games, drawings, and more

Owner

Vinicius Senger

Provided is code that demonstrates the training and evaluation of the work presented in the paper: "On the Detection of Digital Face Manipulation" published in CVPR 2020.

Prototypical python implementation of the trust-region algorithm presented in Sequential Linearization Method for Bound-Constrained Mathematical Programs with Complementarity Constraints by Larson, Leyffer, Kirches, and Manns.

TensorFlow code for the neural network presented in the paper: "Structural Language Models of Code" (ICML'2020)

Official implementation of GraphMask as presented in our paper Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking.

Official implementation of the network presented in the paper "M4Depth: A motion-based approach for monocular depth estimation on video sequences"

Code for the Population-Based Bandits Algorithm, presented at NeurIPS 2020.

Collection of TensorFlow2 implementations of Generative Adversarial Network varieties presented in research papers.

Piotr - IoT firmware emulation instrumentation for training and research

DiAne is a smart fuzzer for IoT devices

FIRM-AFL is the first high-throughput greybox fuzzer for IoT firmware.

TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.