• Home

  • Documents

  • Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an...
20
From Students… …to Professionals The Capstone Experience Project Plan Humana Kids Team Humana Ayush Agrawal Yaqeen Almahdi Lisa Doan Michael Hanlon Department of Computer Science and Engineering Michigan State University Spring 2017

Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

  • Upload
    others

  • View
    1

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

From Students…

…to Professionals

The Capstone Experience

Project PlanHumana Kids

Team HumanaAyush Agrawal

Yaqeen AlmahdiLisa Doan

Michael Hanlon

Department of Computer Science and EngineeringMichigan State University

Spring 2017

http://www.capstone.cse.msu.edu/
Page 2: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Functional Specifications

• Android App

▪ Provide children an unobtrusive environment that promotes healthy living

• Web App for Parents

▪ To see child’s survey responses and healthy tips

▪ Display health trends of child

• Web App for Admins

▪ To see usage statistics of Humana Kids community

Team Humana Project Plan Presentation 2

Page 3: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Design Specifications

• Android App▪ Surveys, tips, & challenges appear during usage

▪ App runs in background

• Web Apps▪ ParentoGraphs for parent to visualize child’s health trends

oReceive health tips and recipes

▪ Humana AdminoGraphs about user trends

Team Humana Project Plan Presentation 3

Page 4: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: App Home Screen

Team Humana Project Plan Presentation 4

Page 5: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Humana Kids Home

Team Humana Project Plan Presentation 5

Page 6: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Locked Mode

Team Humana Project Plan Presentation 6

Page 7: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Survey/Quiz Pop-ups

Team Humana Project Plan Presentation 7

Page 8: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Rewards

Team Humana Project Plan Presentation 8

Page 9: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Blocking

Team Humana Project Plan Presentation 9

Page 10: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Child Views

Team Humana Project Plan Presentation 10

Page 11: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Web App (Parent)

Team Humana Project Plan Presentation 11

Page 12: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Web App (Parent)

Team Humana Project Plan Presentation 12

Page 13: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Web App (Admin)

Team Humana Project Plan Presentation 13

Page 14: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Screen Mockup: Web App (Admin)

Team Humana Project Plan Presentation 14

Page 15: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Technical Specifications

• MySQL Server Django API Web Service

• Android ‘Humana Kids’ App HTTP Requests to API Running in Background

• Web Apps

Django Web Framework

HTTP Requests to API

Present data using JavaScript libraries

Team Humana Project Plan Presentation 15

Page 16: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

System Architecture

Team Humana Project Plan Presentation 16

Page 17: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

System Components

• Hardware Platforms

▪ MySQL server on Ubuntu System

• Software Platforms / Technologies

▪ Android (API 21+ Lollipop)

▪ Web Apps – Python/Django

▪ Database API - Django

Team Humana Project Plan Presentation 17

Page 18: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Testing

• Android Unit Testing Framework

• Django “unittest” module

• Using sample data for web apps

Team Humana Project Plan Presentation 18

Page 19: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Risks

• (Incorporation Machine Learning in an efficient way)▪ Humana asked us to use machine learning on the survey responses to give targeted

information to the child and parent. ▪ Understand how machine learning works and talk to experienced peers about how

to use it effectively.

• (Having the Android App run in the background)▪ The app needs to run in the background while prompting the user to take surveys

and track the child’s usage.▪ Working on creating notifications and pop-ups while in the background.

• (Getting accurate health trends on the child)▪ The children are ages 6-12 and it is hard to get accurate information from them.▪ Have the parents verify the child’s answers and make the question

• (To allow multiple child accounts per device)▪ Multiple children can use the same device and we need to survey them all.▪ Create an account for each child. Survey them after a period of usage.

Team Humana Project Plan Presentation 19

Page 20: Here’s the Titlecse498/2017-01/schedules/all...Risks •(Incorporation Machine Learning in an efficient way) Humana asked us to use machine learning on the survey responses to give

Questions?

?

? ??

?

?

?

?

?

Team Humana Project Plan Presentation 20


Machine Learning using MapReduce - Boise State Universitycs.boisestate.edu/.../mapreduce-machine-learning-handout.pdf · 2016-10-27 · What is Machine Learning I Machine learning

Machine Learning using MapReduce - Boise State Universitycs.boisestate.edu/.../mapreduce-machine-learning-handout.pdf · 2016-10-27 · What is Machine Learning I Machine learning

Documents
COMP 562: Introduction to Machine Learning · Introduction to Machine Learning Machine learning: What and Why? Quiz: De ning the Learning Task "Machine Learning is the study of algorithms

COMP 562: Introduction to Machine Learning · Introduction to Machine Learning Machine learning: What and Why? Quiz: De ning the Learning Task "Machine Learning is the study of algorithms

Documents
Here’s the Titlecse498/2019-01/schedules/all-hands-mee… · Feasibility of using Machine Learning to analyze categories of malware It is not known if it is possible to encompass

Here’s the Titlecse498/2019-01/schedules/all-hands-mee… · Feasibility of using Machine Learning to analyze categories of malware It is not known if it is possible to encompass

Documents
machine Learning Learning

machine Learning Learning

Documents
Here’s the Titlecse498/2019-08/schedules/... · Screen Mockup: Settings. ... •Builder pattern to create items •Data collection to improve route optimization •Machine learning

Here’s the Titlecse498/2019-08/schedules/... · Screen Mockup: Settings. ... •Builder pattern to create items •Data collection to improve route optimization •Machine learning

Documents
Deep learning - Machine learning overviewce.sharif.edu/courses/98-99/1/ce719-1/resources/root/...Deep learning j What is machine learning? Types of machine learning Machine learning

Deep learning - Machine learning overviewce.sharif.edu/courses/98-99/1/ce719-1/resources/root/...Deep learning j What is machine learning? Types of machine learning Machine learning

Documents
Computer Security: A Machine Learning Approachmedia.techtarget.com/searchSecurity/downloads/REVISED_RH9_Sabn… · Royal Holloway series Machine learning approaches • MACHINE LEARNING

Computer Security: A Machine Learning Approachmedia.techtarget.com/searchSecurity/downloads/REVISED_RH9_Sabn… · Royal Holloway series Machine learning approaches • MACHINE LEARNING

Documents
Hawaii Machine Learning Meetup · Introduction –Why Machine Learning? Machine Learning Quotes ^A breakthrough in machine learning would be worth ten Microsofts. ―Bill Gates For

Hawaii Machine Learning Meetup · Introduction –Why Machine Learning? Machine Learning Quotes ^A breakthrough in machine learning would be worth ten Microsofts. ―Bill Gates For

Documents
Machine Learning Made Easy€¦ · Machine Learning –What is Machine Learning and why do we need it? –Common challenges in Machine Learning Example 1: Human activity learning

Machine Learning Made Easy€¦ · Machine Learning –What is Machine Learning and why do we need it? –Common challenges in Machine Learning Example 1: Human activity learning

Documents
Machine Learning in Logistics: Machine Learning Algorithmsltu.diva-portal.org/smash/get/diva2:1118764/FULLTEXT02.pdf · Machine Learning in Logistics: Machine Learning ... Machine

Machine Learning in Logistics: Machine Learning Algorithmsltu.diva-portal.org/smash/get/diva2:1118764/FULLTEXT02.pdf · Machine Learning in Logistics: Machine Learning ... Machine

Documents
Introducing Machine Learning · 4 ntroducing Machine Learning How Machine Learning Works Machine learning uses two types of techniques: supervised learning, which trains a model on

Introducing Machine Learning · 4 ntroducing Machine Learning How Machine Learning Works Machine learning uses two types of techniques: supervised learning, which trains a model on

Documents
Chapter- 6 : Machine Learning - IOE Notesioenotes.edu.np › media › ...Chapter-6-machine-learning... · Chapter- 6 : Machine Learning-Machine learning is a branch of AI that uses

Chapter- 6 : Machine Learning - IOE Notesioenotes.edu.np › media › ...Chapter-6-machine-learning... · Chapter- 6 : Machine Learning-Machine learning is a branch of AI that uses

Documents
Section 1Section 1 Machine Learning basic concepts · Machine Learning TutorialMachine Learning Tutorial ... Section 1Section 1 Machine Learning basic concepts ... Learning Tutorial

Section 1Section 1 Machine Learning basic concepts · Machine Learning TutorialMachine Learning Tutorial ... Section 1Section 1 Machine Learning basic concepts ... Learning Tutorial

Documents
Predicting Housing Prices With Azure Machine Learning · Azure Machine Learning. Expected Learning Outcomes Azure Machine Learning @tetranoodle Build Regression Machine Learning Model

Predicting Housing Prices With Azure Machine Learning · Azure Machine Learning. Expected Learning Outcomes Azure Machine Learning @tetranoodle Build Regression Machine Learning Model

Documents
Machine Learning: Machine Learning:

Machine Learning: Machine Learning:

Documents
CS7267 Machine Learning introduction to machine learning

CS7267 Machine Learning introduction to machine learning

Documents
Machine Learning Lecture 5 Bayesian Learning G53MLE | Machine Learning | Dr Guoping Qiu1

Machine Learning Lecture 5 Bayesian Learning G53MLE | Machine Learning | Dr Guoping Qiu1

Documents
Machine Learning for NLP - Ethics and Machine Learning

Machine Learning for NLP - Ethics and Machine Learning

Documents
Machine Learning Probabilistic Machine Learning · Machine Learning Probabilistic Machine Learning learning as inference, Bayesian Kernel Ridge regression = Gaussian Processes, Bayesian

Machine Learning Probabilistic Machine Learning · Machine Learning Probabilistic Machine Learning learning as inference, Bayesian Kernel Ridge regression = Gaussian Processes, Bayesian

Documents
MACHINE REASONING: A PERSPECTIVE AND …...“From machine learning to machine reasoning”. Machine Learning Volume 94 Issue 2, 2004, Pages 133-149 Machine Learning Volume …

MACHINE REASONING: A PERSPECTIVE AND …...“From machine learning to machine reasoning”. Machine Learning Volume 94 Issue 2, 2004, Pages 133-149 Machine Learning Volume …

Documents
Machine Learning with MATLAB · 2 Agenda Machine Learning Overview Machine Learning with MATLAB –Unsupervised Learning Clustering –Supervised Learning Classification Regression

Machine Learning with MATLAB · 2 Agenda Machine Learning Overview Machine Learning with MATLAB –Unsupervised Learning Clustering –Supervised Learning Classification Regression

Documents
Machine Learning - apiacoa.orgapiacoa.org/publications/teaching/machine-learning/machine... · Machine Learning Fabrice Rossi ... I chess program ... Machine programming I climbing

Machine Learning - apiacoa.orgapiacoa.org/publications/teaching/machine-learning/machine... · Machine Learning Fabrice Rossi ... I chess program ... Machine programming I climbing

Documents
Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Introduction To Azure Machine Learning...Expected Learning Outcomes Azure Machine Learning @tetranoodle Supervised Machine Learning Machine Learning Algorithms in Azure ML Workflow

Documents
Advanced Topics in Machine Learning: Bayesian Machine Learning · 2020. 2. 3. · Advanced Topics in Machine Learning: Bayesian Machine Learning Tom Rainforth Department of Computer

Advanced Topics in Machine Learning: Bayesian Machine Learning · 2020. 2. 3. · Advanced Topics in Machine Learning: Bayesian Machine Learning Tom Rainforth Department of Computer

Documents
Tutorial: Deep Reinforcement Learning - Machine Learning ...hunch.net/~beygel/deep_rl_tutorial.pdfTutorial: Deep Reinforcement Learning - Machine Learning

Tutorial: Deep Reinforcement Learning - Machine Learning ...hunch.net/~beygel/deep_rl_tutorial.pdfTutorial: Deep Reinforcement Learning - Machine Learning

Documents
An Introduction to Machine Learning - GitHub Pages · Introduction Machine learning The machine learning process What’s machine learning History Supervised learning Non-supervised

An Introduction to Machine Learning - GitHub Pages · Introduction Machine learning The machine learning process What’s machine learning History Supervised learning Non-supervised

Documents
Machine Learning: Machine Learning: Introduction Introduction

Machine Learning: Machine Learning: Introduction Introduction

Documents
Machine Learning on Spark - UC Berkeley AMP Campampcamp.berkeley.edu/.../Machine-Learning-on-Spark... · Machine Learning on Spark Shivaram Venkataraman ... Machine learning algorithms

Machine Learning on Spark - UC Berkeley AMP Campampcamp.berkeley.edu/.../Machine-Learning-on-Spark... · Machine Learning on Spark Shivaram Venkataraman ... Machine learning algorithms

Documents
Machine Learning Introduction Machine learningbejar/ia/transpas/teoria.mti/6-AP-aprendizaj… · Machine Learning Introduction Types of machine learning Inductive Learning: Models

Machine Learning Introduction Machine learningbejar/ia/transpas/teoria.mti/6-AP-aprendizaj… · Machine Learning Introduction Types of machine learning Inductive Learning: Models

Documents
Machine Learning FabSpace March 2018 - irit.fr Learning FabSpace March 2018... · Machine Learning 5 Machine Learning • Supervised : Train / test • Predictiveanalysis Machine

Machine Learning FabSpace March 2018 - irit.fr Learning FabSpace March 2018... · Machine Learning 5 Machine Learning • Supervised : Train / test • Predictiveanalysis Machine

Documents