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GitHub topics: sign-language-recognition-system

soumik12345/Kinect-Vision

A computer vision based gesture detection system that automatically detects the number of fingers as a hand gesture and enables you to control simple button pressing games using you hand gestures.

Language: Jupyter Notebook - Size: 26.1 MB - Last synced at: 5 days ago - Pushed at: about 5 years ago - Stars: 55 - Forks: 13

shubhammore1251/Sign-Language-Recognition-Using-Mediapipe-and-React

A Sign Language Learning Platform where who know sign language can come and practice Sign Language and also people who don't know can learn through this

Language: JavaScript - Size: 13.9 MB - Last synced at: 5 days ago - Pushed at: 9 months ago - Stars: 40 - Forks: 9

ai-forever/easy_sign

Easy_sign is an open source russian sign language recognition project that uses small CPU model for predictions and is designed for easy deployment via Streamlit.

Language: Python - Size: 33.1 MB - Last synced at: 22 days ago - Pushed at: over 1 year ago - Stars: 29 - Forks: 6

harshbg/Sign-Language-Interpreter-using-Deep-Learning

A sign language interpreter using live video feed from the camera.

Language: Python - Size: 13.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 617 - Forks: 230

flawed-hooman/Sign-Language-Detection

Train a ML model to recognise and translate sign language properly

Language: Jupyter Notebook - Size: 41.3 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

Tech-Cravers/Gesture-Speech

To develop an application which could be used by especially abled person to be able to convey their hand sign or gesture language into speech and aid an ordinary person to translate speech to gesture or hand sign language in order to make the communication more fluent

Language: Python - Size: 89 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 2

Elysian01/Sign-Language-Translator

Sign Language Translator enables the hearing impaired user to communicate efficiently in sign language, and the application will translate the same into text/speech. The user has to train the model, by recording its own sign language gestures. Internally it uses MobileNet and KNN classifier to classify the gestures.

Language: HTML - Size: 266 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 38 - Forks: 8

wesleylp/libras

Sign Language Recognition using Gait Energy Image

Language: Jupyter Notebook - Size: 10.1 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 13 - Forks: 3

surdoparasurdo/awesome-sign-language

🙌 A collection of awesome Sign Language projects and resources 🤟

Size: 18.6 KB - Last synced at: 12 days ago - Pushed at: about 6 years ago - Stars: 36 - Forks: 4

Pranavk-official/Signfy

Signfy is a Video Chat app that incorporates sign language translation to bridge the communication gap between the deaf and hearing communities.

Language: HTML - Size: 8.69 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 2

suvajit-patra/sl-hwgat-demo

Sign Language Recognition system with HWGAT model

Language: Python - Size: 419 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

gowtham4545/Project

Sign2Sound is dedicated to revolutionizing communication for non-verbal individuals by seamlessly translating sign language gestures into understandable speech in real-time. By bridging the gap between sign language users and those unfamiliar with it, Sign2Sound promotes inclusivity and accessibility, ultimately enriching quality of life for all.

Language: Jupyter Notebook - Size: 21.7 MB - Last synced at: 7 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 3

yash9657/Sign-Language-Detection

This project detects 3 actions 'hello', 'thanks' and 'I love you' leveraging media pipe for keypoints and landmark detection. LSTM model is employed for training the model and logic is provided to detect signs of the user in real-time

Language: Jupyter Notebook - Size: 161 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

smarton2k2/AR-for-ASL

An Augmented Reality application to detect and translate American Sign Langauge Live.

Language: Jupyter Notebook - Size: 2.76 GB - Last synced at: 8 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

RoxyDiya/BABY-SIGN-LANGUAGE-RECOGNITION

A Baby Sign Live Recognition Model

Language: Jupyter Notebook - Size: 244 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 2

SomyanshAvasthi/Sign-Language-Detection-using-MediaPipe

This repository implements a sign language detection system using MediaPipe. Manually collected and annotated data ensures high accuracy. Leveraging MediaPipe's hand landmark detection, the system processes video frames to classify and translate sign language gestures in real-time.

Language: Python - Size: 63 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

ltfschoen/AIND-Recognizer

Term 1 Project 3 Design a Sign Language Recognition System by Luke Schoen for Udacity Artificial Intelligence Nanodegree (AIND)

Language: Jupyter Notebook - Size: 2.14 MB - Last synced at: 23 days ago - Pushed at: about 8 years ago - Stars: 13 - Forks: 5

atandritC/Sign-Language-Detection-Using-YOLOv5

This repository contains code for detecting sign language gestures using YOLOv5. It includes data collection, model training, and detection scripts.

Language: Jupyter Notebook - Size: 29.5 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

sahoo-subhankar/Sign-Language-Interpreter

This project seeks to create a robust platform capable of real-time interpretation of sign language gestures into text.

Language: Python - Size: 5.91 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

Arshad221b/Sign-Language-Recognition

Indian Sign language Recognition using OpenCV

Language: Jupyter Notebook - Size: 3.21 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 131 - Forks: 62

ZWeiweiY/ASL_Alphabets_Hand_Sign_Tracker

An ASL (American Sign Language) alphabets tracker system for the game GestureQuest

Language: Jupyter Notebook - Size: 69 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

OmarAlmighty/MURMURO Fork of orabymahmoud/MURMURO

Deaf People chat app using sign language

Language: Java - Size: 4.94 MB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 13 - Forks: 2

shabisht/ISL-Hand-Sign-Recognition

A real-time Indian Sign Language (ISL) symbol detector for enhanced communication for the hearing-impaired

Language: Python - Size: 6.53 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0

loicmarie/sign-language-alphabet-recognizer

Simple sign language alphabet recognizer using Python, openCV and tensorflow for training Inception model (CNN classifier).

Language: Python - Size: 1010 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 264 - Forks: 143

meet244/Sign-Language-Translator

A helpful application that uses your camera to turn sign language into written words, making communication easier for Deaf and Hard of Hearing people.

Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 1

dhaneshragu/i-SLR

This innovative web app utilizes cutting-edge machine learning techniques to detect isolated sign language gestures. 📲🤖✨ The application combines the power of state-of-the-art deep learning models with a user-friendly interface to provide real-time recognition of sign language signs. 🖐️🔍💡

Language: JavaScript - Size: 30.5 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 0

enesozi/Neuroscience-Leap-Motion-Sign-Language

In this repository, we aim to predict sign language gestures.

Language: Python - Size: 25.1 MB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 2

Tachionstrahl/SignLanguageRecognition

Real-time Recognition of german sign language (DGS) with MediaPipe

Language: Jupyter Notebook - Size: 609 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 121 - Forks: 30

elle-Bee/ASL-interpreter

Language: Python - Size: 5.96 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

aras-batu/Keyword-Search-for-Sign-Language

Senior design project titled "Keyword Search for Sign Language" for the Special Project (EE 491-492) courses offered by Boğaziçi University.

Language: Python - Size: 2.45 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 2

arasgungore/Keyword-Search-for-Sign-Language Fork of aras-batu/Keyword-Search-for-Sign-Language

Senior design project titled "Keyword Search for Sign Language" for the Special Project (EE 491-492) courses offered by Boğaziçi University.

Language: Python - Size: 2.45 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

Crypto-ch4r/SignaLens

Una aplicación web interactiva que utiliza TensorFlow.js para reconocer letras del alfabeto mediante gestos de la mano. Entrena y guarda modelos con tu cámara web.

Language: JavaScript - Size: 1.09 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

nive927/ACM-W_Hackathon_2020

Application developed during the ACM-W 5th National Hackathon in 24 hours

Language: Jupyter Notebook - Size: 21.1 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Labonnya/Bangla-Sign-Language-Detection

This project focuses on recognizing Bangla Sign Language gestures in real-time and it enables users to find similarities between sign language videos

Language: TypeScript - Size: 42.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

hthuwal/sign-language-gesture-recognition 📦

Sign Language Gesture Recognition From Video Sequences Using RNN And CNN

Language: Python - Size: 2.89 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 393 - Forks: 137

jackyjsy/CVPR21Chal-SLR

This repo contains the official code of our work SAM-SLR which won the CVPR 2021 Challenge on Large Scale Signer Independent Isolated Sign Language Recognition.

Language: Python - Size: 51.9 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 174 - Forks: 45

0aqz0/SLR

isolated & continuous sign language recognition using CNN+LSTM/3D CNN/GCN/Encoder-Decoder

Language: Python - Size: 458 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 165 - Forks: 34

MaheshNat/Signify

A simple sign language detection web app built using Next.js and Tensorflow.js. 2020 Congressional App Challenge. Winner! Developed by Mahesh Natamai and Arjun Vikram.

Language: JavaScript - Size: 103 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 30 - Forks: 16

TILhub/Sign-Language-Recognizer-

Language: Python - Size: 1.34 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 8 - Forks: 4

jayshah19949596/DeepSign-A-Deep-Learning-Architecture-for-Sign-Language-Recognition

Language: Python - Size: 59.9 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 44 - Forks: 19

deepakpurti/Indian-Sign-Language-Recognition-System

ISL recognition system based on https://github.com/EvilPort2/Sign-Language .

Language: Python - Size: 82.5 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 0

209sontung/sign-language

Real-time Sign Language Gesture Recognition Using 1DCNN + Transformers on MediaPipe landmarks

Language: Python - Size: 20.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0

manhph2211/Sign-Translator

This project will focus on sign language translation using wearable devices, which is able to help people having troubles with hearing and speaking in real world scenarios :smile:

Size: 9.77 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

annasli378/HandSignClassification

Hand Classification Live with Camera and MediaPipe

Language: Python - Size: 22 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

AdrianGilbert25/Sign-Language-Interpreter-using-Google-Teachable-Machine Fork of COAS4/Group-3_Sign-Language-Interpreter-using-Google-Teachable-Machine

This project proposes a solution based on Machine Learning that will recognize hand gestures and translate them into text. A webcam will be used to capture the region of interest, i.e., recognize the indicated hand motions. The translated text will thus be provided based on the recognized gestures.

Language: Python - Size: 313 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Arctic-framework/Arctic.AI-V6.0

A ML and trainable algorithm based approach to real time hand signal recognition, with one photo training.

Size: 3.91 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

Daniyar1239/Sign-language-recognition

An american sign language recognition task using CNN and machine learning algorithms

Language: Jupyter Notebook - Size: 930 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

11a55an/american-sign-language-detection

American Sign Language Detection Model

Language: Jupyter Notebook - Size: 1.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

antonio-f/Udacity-Artificial-Intelligence-Nanodegree

Projects from Udacity's Artificial Intelligence Nanodegree (August 2017 cohort) - TERM 1.

Language: Jupyter Notebook - Size: 3 MB - Last synced at: about 1 month ago - Pushed at: over 7 years ago - Stars: 4 - Forks: 0

Shruthi-Sivagnanam/sign-aloud

Sign Language Recognition System - Sign Aloud

Language: Java - Size: 96.8 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Siddhipatade/Sign-Language-Recognition

Sign-Language-Recognition-for-differently-abled-people (Minor Project)

Language: Jupyter Notebook - Size: 450 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

ayberktecimer/Sign_Language_Detector

Language: Python - Size: 31.9 MB - Last synced at: about 1 year ago - Pushed at: almost 6 years ago - Stars: 12 - Forks: 1

MuhammadMoinFaisal/Sign-Language-Alphabets-Detection-and-Recongition-using-YOLOv8

Sign Language Alphabet Detection and Recognition using YOLOv8

Language: Jupyter Notebook - Size: 18.9 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 18 - Forks: 8

jackyjsy/SAM-SLR-v2

SAM-SLR-v2 is an improved version of SAM-SLR for sign language recognition.

Language: Python - Size: 191 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 20 - Forks: 4

Mquinn960/sign-language

Android application which uses feature extraction algorithms and machine learning (SVM) to recognise and translate static sign language gestures.

Language: C++ - Size: 798 MB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 38 - Forks: 22

sayuru-akash/sign-language-recognizer

Realtime sign language gesture recognition web application developed using OpenCV & Tensor-flow

Language: Python - Size: 346 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

jpablo-ortiz/Reconocimiento-LSC-Lengua-Senas-Colombiana

Language: Jupyter Notebook - Size: 62.3 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 1

AtaaEddin/beautiful-sign-language-tr

İşaret dilini tanıyabilen bir sistemi kurıyoruz

Language: Python - Size: 17.7 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 3

Abhinandan-Khurana/eyeNsign Fork of AshuAhlawat/tgi_hackathon

This is a Django website that uses a CNN in the backend to classify Sign Language Alphabets and was created in 24 hours for - The Great Indian Hackathon - Microsoft (Reskill). Grabbed 2nd Prize

Language: Python - Size: 11.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

SuhasBRao/Sign-to-Speech-

Sign to Speech converter which recognizes gestures of Indian Sign Langauge.

Language: Jupyter Notebook - Size: 59 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

maghid/italian_fingerspelling_recognition

Dataset + convolutional neural network for recognizing Italian Sign Language (LIS) fingerspelling gestures

Language: Python - Size: 60.8 MB - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 6 - Forks: 4

rrupeshh/Simple-Sign-Language-Detector

Simple Sign Language Detector

Language: Python - Size: 38.5 MB - Last synced at: about 2 years ago - Pushed at: almost 7 years ago - Stars: 58 - Forks: 35

hthuwal/sign-language-character-recognition 📦

American Sign Language Character Recognition

Language: Python - Size: 3.32 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 14 - Forks: 8

dev-td7/hand-pose-recognition-demo

This is a demonstration of hand pose recognition implemented using a Flask backend and the Indian Sign Language Translator API. It is now hosted on an AWS instance at http://18.236.194.220:5000/

Language: Python - Size: 14.8 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 2 - Forks: 0

baidwan007/Sign-Languge-to-speech-conversion

We help the deaf and the dumb to communicate with normal people using hand gesture to speech conversion. In this code we use depth maps from the kinect camera and techniques like convex hull + contour mapping to recognise 5 hand signs

Language: Python - Size: 1.95 KB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 21 - Forks: 19

SaiTeja69/sign_language_gesture_recogniton

Classification and detection of hand signs using OpenCV , neural networks

Language: Python - Size: 41.1 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

Kojk-AI/spobet

Pose-based word-level sign language recognition with BERT-styled transformer in Keras

Language: Python - Size: 34.2 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

Zafirmk/Sign4Good

Converting sign language gestures to text. Submission for Bay Area Hacks 2020

Language: Python - Size: 36.1 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

anafisa/Real-Time-Gesture-Recognition

The primary objective of this project is to build a Real-Time Gesture Recognition Model. This model can be proposed as a baseline model for sign interpreter, which automatically converts sign language into written output to make communication for dumb people easy.

Language: Jupyter Notebook - Size: 5.7 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 1

weirdname404/Russian-Sign-Language-Recognition

Course Work (Russian Sign Language Recognition System)

Language: Python - Size: 65.4 KB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 4 - Forks: 1

harshilrajodiya/Sign-Language-to-Text-and-Audio-Converter

DESIGNING AN REHABILITATION AID TO PROVIDE ASSISTANCE TO SPEECH AND AUDITORY DISABILITIES

Language: Python - Size: 423 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0

Jatin-Goyal-552/Sign_language_prediction

It is a small Deep Learning project to predict the sign language.

Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

leopaul29/university-langue-des-signes

University project using webcam and forest algorithm to recognize alphabet letters.

Language: Java - Size: 16.2 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

LukasLonnroth/computer-visionbased-sign-language-interpretation

Language: Jupyter Notebook - Size: 224 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

jtcass01/SIMON

The purpose of the Sign-Interfaced Machine Operating Network, or SIMON, is to develop a machine learning classifier that translates a discrete set of ASL sign language presentations from images of a hand into a response from another system.

Language: Python - Size: 421 MB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 4 - Forks: 1

foxan/AIND-Recognizer

Build a Sign Language Recognizer using Hidden Markov Model with Gaussian emissions

Language: Jupyter Notebook - Size: 254 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0

sidroopdaska/SignLanguageRecogniser

Size: 0 Bytes - Last synced at: about 2 months ago - Pushed at: over 7 years ago - Stars: 1 - Forks: 0

gs0mani/Sign_Language_Recognition

Implementation for American Sign Language Recognition through Deep Learning

Size: 1000 Bytes - Last synced at: about 2 years ago - Pushed at: about 7 years ago - Stars: 1 - Forks: 0

Related Keywords
sign-language-recognition-system 78 sign-language-recognition 26 sign-language 26 deep-learning 21 opencv 15 tensorflow 15 python 15 machine-learning 15 computer-vision 14 sign-language-translation 10 mediapipe 9 cnn 9 sign-language-recognizer 8 sign-language-interpreter 8 gesture-recognition 8 keras 8 opencv-python 7 artificial-intelligence 6 indian-sign-language 5 lstm 5 image-recognition 5 convolutional-neural-networks 5 deep-neural-networks 4 flask 4 python3 4 jupyter-notebook 4 neural-network 3 image-classification 3 image-processing 3 asl 3 tensorflowjs 3 numpy 3 java 3 sign 3 cnn-keras 3 object-detection 3 firebase 2 lstm-neural-networks 2 hand-sign-recognition 2 cv2 2 real-time 2 algorithms 2 neural-networks 2 hidden-markov-models 2 model-selection 2 asl-recognizer 2 svm 2 sign-language-detection 2 cnn-classification 2 android 2 javascript 2 opencv3-python 2 mediapipe-hands 2 supervised-machine-learning 2 classification 2 inceptionv3 2 supervised-learning 2 sign-language-datasets 2 senior-project 2 senior-design 2 keyword-detection 2 keyword-extraction 2 pose-estimation 2 keyword-search 2 pose-detection 2 keyword-spotting 2 ai 2 captured-gestures 2 keras-neural-networks 2 hand-gesture-recognition 2 language 2 hackathon 2 reactjs 2 chat 2 deaf-people 2 planning 1 probabilistic-graphical-models 1 hmmlearn 1 hmm-hand-gesture-recognition 1 hmm 1 heuristics 1 heuristic-search-algorithms 1 heuristic-algorithm 1 planning-graph 1 hidden-markov-model 1 resnet-50 1 resnet 1 residual-networks 1 machine-learning-classifiers 1 embedded-systems 1 avr-assembly 1 sudoku-solver 1 tree-search 1 transformer-architecture 1 vitejs 1 statistical-models 1 transformer 1 wearable-devices 1 web-camera 1 google-teachable-machine 1