GitHub topics: aws-sagemaker

Repositories

picassoendless/aws-ids-deeplearning

An AI-powered intrusion detection system leveraging AWS SageMaker, FastAPI, Lambda, and Terraform to classify network threats in real time.

Language: HCL - Size: 1.29 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0

aliAljaffer/alt-text-generator

A serverless image captioning app using AWS services and a HuggingFace model on SageMaker.

Language: TypeScript - Size: 341 KB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 0 - Forks: 0

AWS-Big-Data-Projects/aws-forest-fire-predictive-analytics

Big Data Engineering & Analytics Project

Language: Python - Size: 10.9 MB - Last synced at: 3 days ago - Pushed at: over 4 years ago - Stars: 35 - Forks: 7

jwalsh/aif-c01

AWS Certified AI Practitioner (AIF-C01) exam preparation

Language: Python - Size: 6.54 MB - Last synced at: 3 days ago - Pushed at: 11 days ago - Stars: 38 - Forks: 19

Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ [email protected]

Language: Jupyter Notebook - Size: 61.3 MB - Last synced at: 3 days ago - Pushed at: 10 months ago - Stars: 437 - Forks: 56

sharikalog7/Generative-AI-with-Large-Language-Models

Language: Jupyter Notebook - Size: 230 KB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0

aws-solutions-library-samples/fraud-detection-using-machine-learning

Setup end to end demo architecture for predicting fraud events with Machine Learning using Amazon SageMaker

Language: Jupyter Notebook - Size: 304 KB - Last synced at: 9 days ago - Pushed at: 9 months ago - Stars: 321 - Forks: 159

benitomartin/benitomartin

Personal profile 😎

Size: 4.68 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 2 - Forks: 0

DressMe-AI/awesome-dressmeai

Contains the links and descriptions of the DressMe.AI app inc. Frontend (IU), MLOps (SageMaker, TFLite), LLMs (Agents, RAG), Android App (Kotlin), Feedback Collection (ViT + LLM), and Cloud Infra. (AWS EC2)

Size: 8.31 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

miozilla/deepracer

deepracer :blue_car: : AWS DeepRacer # SageMaker # RoboMaker # Kinesis Video Stream # S3 # Reinforcement Learning# CloudWatch

Language: Python - Size: 0 Bytes - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 0 - Forks: 0

tuni56/customer-churn-prediction

customer churn prediction using AWS SageMaker

Size: 1.05 MB - Last synced at: 3 days ago - Pushed at: 17 days ago - Stars: 0 - Forks: 0

AMfeta99/NLP_LLM

This repository is dedicated to small projects and some theoretical material that I used to get into NLP and LLM in a practical and efficient way.

Language: Jupyter Notebook - Size: 85.2 MB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 0 - Forks: 0

Mirellawanessa/Mobile-Price-Predictor

A web application that predicts smartphone price ranges using a machine learning model deployed on AWS SageMaker.

Language: Jupyter Notebook - Size: 741 KB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 0 - Forks: 0

NIGMS/16SrRNA-Microbial-Analysis

This repository provides a cloud-based learning module for microbial analysis of 16S rRNA sequencing data. It covers principles, data preprocessing, taxonomic classification, and diversity analysis using R and AWS SageMaker.

Language: HTML - Size: 31.5 MB - Last synced at: 13 days ago - Pushed at: 24 days ago - Stars: 0 - Forks: 0

NIGMS/Bulk-and-Single-Cell-RNAseq

In this module, you will take a deeper look at RNA-sequencing using single-cell approaches and miRNA sequencing, and investigate their impacts on gene regulation

Language: Jupyter Notebook - Size: 6.34 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 0 - Forks: 0

Pythondeveloper6/Awesome-MLOPS

All the available resources to master MLOPS from scratch

Size: 60.5 KB - Last synced at: 12 days ago - Pushed at: about 1 year ago - Stars: 313 - Forks: 47

aws-controllers-k8s/sagemaker-controller

ACK service controller for Amazon SageMaker

Language: Python - Size: 3.04 MB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 47 - Forks: 37

vinayak-shanawad/AI-ML-Projects

AWS SageMaker, SeldonCore, KServe, Kubeflow & MLflow, VectorDB

Language: Jupyter Notebook - Size: 87.9 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 33 - Forks: 15

aws-samples/streamlit-application-deployment-on-aws

Streamlit EDA Dashboard Powered by AWS Cloud

Language: Python - Size: 3.99 MB - Last synced at: 25 days ago - Pushed at: about 1 month ago - Stars: 82 - Forks: 33

mikeroyal/Machine-Learning-Guide

Machine learning Guide. Learn all about Machine Learning Tools, Libraries, Frameworks, Large Language Models (LLMs), and Training Models.

Language: Python - Size: 1.05 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 624 - Forks: 53

aws-samples/mlops-e2e

MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline and AWS CDK

Language: TypeScript - Size: 5.62 MB - Last synced at: 25 days ago - Pushed at: 2 months ago - Stars: 143 - Forks: 90

build-on-aws/building-gen-ai-apps-with-found-models-workshop

Code for the Generative AI workshop

Language: Python - Size: 983 KB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 16 - Forks: 4

awslabs/sagemaker-explaining-credit-decisions

Amazon SageMaker Solution for explaining credit decisions.

Language: Python - Size: 2.77 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 97 - Forks: 28

ananyasrishetty/fake-news-detector

Real-time Fake News Detector using Logistic Regression (Docker) & Fine-Tuned BERT (AWS SageMaker)

Language: Python - Size: 41.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

awslabs/aws-fleet-predictive-maintenance

Predictive Maintenance for Vehicle Fleets

Language: Jupyter Notebook - Size: 898 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 69 - Forks: 32

awslabs/sagemaker-corporate-credit-rating

Corporate Credit Rating Prediction with AWS SageMaker JumpStart

Language: Jupyter Notebook - Size: 317 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 22 - Forks: 7

SaifurRR/ML-Model-Deployment-using-AWS-Sagemaker-Docker

Language: Jupyter Notebook - Size: 1.14 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

razamehar/Predicting-Bank-Customer-Churn

This project aims to predict bank customer churn using a dataset derived from the Bank Customer Churn Prediction dataset available on Kaggle. The dataset for this competition has been generated from a deep learning model trained on the original dataset, with feature distributions being similar but not identical to the original data.

Language: Jupyter Notebook - Size: 9.24 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

RishiMdvrm/RIOT-Games-Esports-Manager-Challenge

A digital assistant for VALORANT esports teams, leveraging LLMs, Amazon Bedrock, and Pinecone to optimize player scouting, team building, and performance analysis through data-driven insights and interactive queries. Built with React.js for the frontend, FastAPI for the backend, and Riot Games API for real-time data integration.

Language: Jupyter Notebook - Size: 144 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

shwetam19/Generative-AI-with-AWS

This repository contains the code and documentation for deploying and fine-tuning the Llama2 model which generates text on AWS SageMaker.

Language: Jupyter Notebook - Size: 396 KB - Last synced at: 7 days ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

rapha18th/AWS-sagemaker-Project1

Deployment of a sentiment analysis model

Language: Jupyter Notebook - Size: 1.24 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

Andrewwango/open-set-resnet

Open set classification of car models. This 3-step classifier solves the problem where dogs are classified as cars, by first filtering these images out using ResNet CNNs transfer-trained on different datasets.

Language: Jupyter Notebook - Size: 3.07 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 4

thangtran3112/machine-learning

NLP, Neural networks, pytorch, tensorflow, AWS Sagemaker fine-tuning

Language: Jupyter Notebook - Size: 195 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

bentoml/gallery

BentoML Example Projects 🎨

Size: 123 MB - Last synced at: 12 days ago - Pushed at: 6 months ago - Stars: 138 - Forks: 48

ChaitanyaC22/Udacity-AWS-MLE-ND-Project2-Build-a-ML-Workflow-For-Scones-Unlimited-On-Amazon-SageMaker

The primary objective of this project was to build and deploy an image classification model for Scones Unlimited, a scone-delivery-focused logistic company, using AWS SageMaker.

Language: HTML - Size: 1.07 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 1

vn33/BankMarketing-Client-deposit-Subscription-Prediction

The goal of this project is Build and Tune the hyperparameters of a Sklearn model to predict the target using AWS SageMaker, Deploy the model as a Serverless Inference Endpoint and test it Run Batch Transform on the entire input dataset.

Language: HTML - Size: 2.49 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

thangtran3112/gen-ai

End-to-end GenAI applications with Custom Knowledgebase.

Language: Jupyter Notebook - Size: 21.7 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

noahrizika/cell-stage-classifier

Classify the cell embryo development stages of the Drosophila Melanogaster. Created by Noah Rizika, aiming to expedite research conducted by Bing He, Ph.D.

Language: Jupyter Notebook - Size: 1.88 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

awslabs/sagemaker-deep-demand-forecast

Using Deep Learning for Demand Forecasting with Amazon SageMaker

Language: Python - Size: 14.4 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 85 - Forks: 28

jaisharma687/Crop-Recommendation-System

Crop Recommendation deployed on AWS

Language: Jupyter Notebook - Size: 65.2 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 2

rohancodestack/ML-Model-Deployment-on-AWS-SageMaker

Designed and deployed a scalable machine learning pipeline on AWS to detect fraudulent transactions, leveraging SageMaker for model deployment, real-time inference, and feedback-based retraining. Ensured secure data handling with S3 and tenant isolation for a multi-tenant SaaS LMS application.

Language: Python - Size: 5.86 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

benitomartin/mlops-aws-insurance

End-to-end AWS Pipelines: Preprocessing till Monitoring

Language: Python - Size: 640 KB - Last synced at: 29 days ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 2

mahikshith/AWS_Sagemaker_ML_trainer

Using AWS -Sagemaker to train Machine learing model directly from jupyter notebook

Language: Jupyter Notebook - Size: 200 KB - Last synced at: 3 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

arnabd64/Fine-Tune-Instruct-Pix2Pix

A simple jupyter notebook that will help you fine tune your own Instruct Pix2Pix Stable Diffusion model.

Language: Jupyter Notebook - Size: 8.79 KB - Last synced at: 3 months ago - Pushed at: 7 months ago - Stars: 2 - Forks: 1

AdwaitKulkarni58/sentiment-analysis-436c

Project that allows students to review CPSC courses at UBC and view comprehensive summary results and visualizations

Language: JavaScript - Size: 261 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

samarasimhapeyala/Udacity-MLengineer-Nanodegree

This repo is a collection of my projects that I have completed during my Machine Learning Engineer Nanodegree at Udacity

Language: Jupyter Notebook - Size: 985 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

wellcometrust/sage

Toolkit for easy deployment of machine learning models on AWS SageMaker

Language: Python - Size: 209 KB - Last synced at: 3 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

souradeepdutta/Mobile-Price-Predictor-using-AWS-Sagemaker

A web application that predicts smartphone price ranges using a machine learning model deployed on AWS SageMaker.

Language: Jupyter Notebook - Size: 1.24 MB - Last synced at: about 2 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 1

mrtj/smx-validator

Orchestrate k-fold cross validated SageMaker training jobs on Amazon Web Services infrastructure

Language: Python - Size: 32.2 KB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 4 - Forks: 1

trOOnies/itba-aws-mle

Resolución del TP para el curso ITBA MLE en AWS

Language: Jupyter Notebook - Size: 23.8 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

RubensZimbres/Repo-2018

Deep Learning Summer School + Tensorflow + OpenCV cascade training + YOLO + COCO + CycleGAN + AWS EC2 Setup + AWS IoT Project + AWS SageMaker + AWS API Gateway + Raspberry Pi3 Ubuntu Core

Language: Jupyter Notebook - Size: 116 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 173 - Forks: 80

ksmin23/sagemaker-domain-efs-cleaner

Clean up unused EFS by SageMaker Domains

Language: Python - Size: 356 KB - Last synced at: 8 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

Kenza-AI/kenza

Open-Source Machine Learning Platform

Language: Go - Size: 5.62 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 3

intel/openvino-demos

This repo contains information regarding cloud offerings of OpenVINO™ and demos to showcase OpenVINO™ via sample Jupyter notebooks.

Language: Jupyter Notebook - Size: 38 MB - Last synced at: 7 months ago - Pushed at: 11 months ago - Stars: 11 - Forks: 13

mindsdb/mindsdb-sagemaker-container 📦

This code is used for making MindsDB run on Amazon SageMaker.

Language: Python - Size: 85 KB - Last synced at: 4 days ago - Pushed at: almost 5 years ago - Stars: 7 - Forks: 0

isabeljohnson001/Fraud-Detection

Language: Jupyter Notebook - Size: 2.56 MB - Last synced at: 4 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

krishcy25/AWS-SageMaker-FileImporting-from-S3Bucket

This repository focuses on code to import the datasets from S3 Bucket into SageMaker and use them to build/train Machine Learning models with in AWS SageMaker

Language: Jupyter Notebook - Size: 2.93 KB - Last synced at: 10 months ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

jadelaossa/automatic-receipts-recognition

Extracción Automatizada de Datos de Tickets de Compra mediante YOLOv8 y Pytesseract en AWS Cloud

Language: Jupyter Notebook - Size: 92.7 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

JayPat2003/Brain-Tumor-Detection

Brain Tumor Detection using Deep Learning on AWS SageMaker: A project focused on building and training a deep learning model to detect brain tumors in MRI images. Leveraging AWS SageMaker and Ground Truth, we explore binary classification techniques for accurate diagnosis.

Language: Python - Size: 29.5 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 0

RobinCPC/minibot_candy_pick_demo

Use NexCOBOT MiniBOT to pick candy with AWS SageMaker as inference engine

Language: Jupyter Notebook - Size: 4.39 MB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 5 - Forks: 2

mkredzel/crypto-market-cap

Cryptocurrency rate visualization tool

Language: JavaScript - Size: 209 KB - Last synced at: 7 months ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 0

kraftpunk97/LLMs-with-SageMaker

A project meant to give insights into Prompt Engineering by deploying an LLM using AWS SageMaker

Language: Jupyter Notebook - Size: 25.4 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

aws-samples/asset-prediction-sagemaker-pipelines-example

Asset Prediction Sagemaker Pipelines Example

Language: TypeScript - Size: 7.91 MB - Last synced at: 25 days ago - Pushed at: 9 months ago - Stars: 7 - Forks: 2

jesussantana/AWS-Machine-Learning-Foundations

AWS Machine Learning Engineer Scholarship Program

Language: HTML - Size: 27.4 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 1

PranavDarshan/Bike-Sharing-Demand-Kaggle

Solution for Kaggle competition "Bike Sharing Demand". The solution using AutoGluon's Tabular Predictor provides a good overview of which model to choose as the base model for this problem.

Language: Jupyter Notebook - Size: 3.19 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

paschalugwu/Developing-ML-Workflows-On-AWS

Developed an image classification model for Scones Unlimited to identify delivery vehicles (bicycles vs. motorcycles) to enhance routing and loading bay assignments, thereby optimizing operational efficiency.

Language: Jupyter Notebook - Size: 784 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

aws-samples/aws-lex-conv-faq

Demonstration of LLM integration into a lex bot using Lambda codehooks and a Sagemaker endpoint.

Language: Python - Size: 153 KB - Last synced at: 25 days ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 6

elmezianech/SageMaker-IT-Domain-Expert

This repository hosts a proof-of-concept (POC) project aimed at developing a domain expert model tailored for the Information Technology (IT) domain. The project employs advanced NLP techniques to train and deploy in AWS SageMaker a large language model, capable of generating informative and contextually relevant text responses in the IT domain.

Language: Jupyter Notebook - Size: 914 KB - Last synced at: 4 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

venkat-a/Document_digitization_for_blind

Detects page flips from low-resolution camera preview and takes a high-resolution picture of the document, recognizing its corners and crops it accordingly

Language: Jupyter Notebook - Size: 22.3 MB - Last synced at: 4 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

venkat-a/Potential_Ranked_Sourcing_Individuals

Generate insights and rankings for potential candidates

Language: Jupyter Notebook - Size: 3.44 MB - Last synced at: 4 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

wesslen/huggingface-sagemaker-snowflake-deployment

Deploying a Huggingface model to AWS SageMaker with Snowflake connector.

Language: Python - Size: 27.3 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Arjun-08/Intrusion-Detection-System

This project uses XGBoost for intrusion detection in cloud computing, achieving 99.17% accuracy on the KDDcup99 dataset. Leveraging AWS services like Amazon S3 and SageMaker, we ensure robust security and efficiency in handling large datasets.

Language: Jupyter Notebook - Size: 1000 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

Salman-Khan-Mohammed/AWS

This repository serves as a learning hub for AWS, covering key services like S3 buckets, EC2 instances, and SageMaker. Explore how to leverage these tools for storage, computing, and machine learning tasks.

Language: Jupyter Notebook - Size: 1.26 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

oozdal/Mobile-Price-Classification-with-AWS-SageWaker

This project focuses on building end-to-end machine learning pipeline using AWS SageMaker to predict the price range of mobile phones based on their specifications, enhancing consumer decision-making and streamlining the development process.

Language: Jupyter Notebook - Size: 2.15 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

shrikantnaidu/Sentiment-Analysis-on-AWS-SageMaker

Sentiment Analysis on AWS

Language: Jupyter Notebook - Size: 35.2 KB - Last synced at: 4 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Hegzo-bit/Practical_DS_AWS

Coursera Practical Data Science on AWS Specialization Courses Notebooks.

Language: Jupyter Notebook - Size: 6.19 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

jrabuffetti/Taxis-en-NYC-Sostenibilidad-y-Eficiencia Fork of MAYKJOEL/Taxis-en-NYC-Sostenibilidad-y-Eficiencia

Proyecto donde automatizamos el proceso de recolección , exploración, optimización y visualización de datos, como así también el entrenamiento de modelos de Machine Learning utilizando Amazon Web Services (AWS)

Language: Jupyter Notebook - Size: 365 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

eljandoubi/DogBreedClassificationAWS

Use AWS Sagemaker to train a pretrained model that can perform image classification by using the Sagemaker profiling, debugger, hyperparameter tuning and other good ML engineering practices.

Language: Jupyter Notebook - Size: 1.17 MB - Last synced at: 24 days ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 1

coderepairer/data-science

This repository contains machine learning models/programs created for various datasets

Language: Jupyter Notebook - Size: 3.63 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 1

mathewsrc/Operationalizing-an-AWS-ML-Project

This project SageMaker features to adjust, improve, configure, and prepare a image classification model for production-grade deployment.

Language: Jupyter Notebook - Size: 2.16 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 1

ErnestoCobos/Midas

The Midas repository hosts a Python-based service designed to assist with daily trading activities on the Bitso platform. Named after the mythological King Midas, renowned for his ability to turn everything he touched into gold, this project aims to deliver golden opportunities to its users by automating the trading process.

Language: Python - Size: 8.43 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0