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bangkit-c22-ps032-product-based-capstone's Introduction

Bangkit-C22-PS032-Product-Based-Capstone

This is repository for Product Based Capstone Bangkit Academy 2022

Hello

This our repo for our team Product-Based Capstone Project. in this project, we developed a payment app called Receh.

Theme

Tourism, Creative, and Digital Economy

The Team

Name Bangkit ID Learning Path
Muhammad Hanan Azhar Jihaannuriy M2224W2046 Machine Learning
Sandy Arfian Mubaroq M2015F1414 Machine Learning
Anisha Salsa Amalia M2249F2200 Machine Learning
Auric A2465F3083 Mobile Development
Evan Kevin A7005F0464 Mobile Development
Reinaldy Thando C7005F0463 Cloud Computing

Machine Learning Learning Path

Our team use TF Lite Model Maker for created model. The TensorFlow Lite Model Maker API helping the process of training a TensorFlow Lite models using custom datasets. It uses transfer learning to reduce the amount of training data required and shorten the training time. We found data from kaggle and labeling manually using roboflow, saved format dataset as a pascal_voc. Transfer Learning that we use is EfficientDet-Lite2 and training for 50 epoch, and we get around 80% AP (Average Precision) . After that saved model as TF Lite

Mobile Development Learning Path

In working on this application, our team uses the MVVM architecture and the datastore as the base. We also use TF Lite to be able to implement Machine Learning to Android. Apart from TF Lite, we also use Retrofit and also Firebase. Retrofit is used to store or get transaction history and also to get some partner/seller data into API. Firebase is used as the main database and also Authentication for users.

Cloud Computing Learning Path

We make private API to save and get the data transaction from all user. That, we will use for history function in our application. The API we make it with node.js and using hapi framework. and for the additional function we also make api to get mitra & seller location. After that, we deploy the api to get the endpoint to Compute Engine in GCP.

bangkit-c22-ps032-product-based-capstone's People

Contributors

brainhacker21 avatar receh-bangkit2022 avatar hananazhar avatar reignth avatar oversewn avatar evankevin avatar

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