Machine-Learning

Machine Learning Repository for CS23-PS276 Bangkit Capstone Project "Sahabat Lansia"

Dataset Collection

• Ketentuan Synthetic Data Generation
• Caregiver and Lansia Dataset
• Article Titles Dataset for Train The Model
• Article Dataset with Content

Model Development Notebook

• Caregiver Recommendation System
• Article Recommendation System

Model Architecture

Numerical Model

City Embedding Model

Article Model

Cloud Functions

• Caregiver Cloud Functions
• Article Cloud Functions

API URL

• caregiver-all-function
• function-article

Flow

Caregiver Recsys Flow

Article Recsys Flow

Postman Test

Caregiver Recsys

• Open Postman
• Fill URL Request bar with https://caregiver-all-function-jo6twt65na-et.a.run.app
• Select method POST
• Go to Header tab and add key-value Content-Type: application/JSON
• Go to Body tab and select raw
• Fill the Body code with input
• Example input: { "Mobilitas":2, "Penyakitlain":0, "Hipertensi":0, "Diabetes":1, "Reumatik":0, "Penyakitjantung":0, "Asma":0, "Stroke":1, "Mengurusrumah":1, "Membantupergerakandanaktivitasfisik":4, "Membantukonsumsiobatdanmakanan":4, "Mengecekkesehatanrutinsecaramandiri":1, "Mendampingidanmenjaga":4, "Memasangkanalatmediskhusus":1, "Memeriksakanrutinkedokter":1, "Indonesia":0, "Inggris":0, "Jawa":1, "Sunda":0, "Melayu":0, "Kota": "Kabupaten Ngawi" }
• Send the request

Article Recommendation Recsys

• Open Postman
• Fill URL Request bar with https://function-article-jo6twt65na-et.a.run.app
• Select method POST
• Go to Header tab and add key-value Content-Type: application/JSON
• Go to Body tab and select raw
• Fill the Body code with input
• Example input: { "judul" : "Penyebab Hiperlakrimasi atau Mata Berair" }
• Send the request