Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

Executive Summary

Roadmap Plannermaplinkstimelinetruesource%7B%22title%22%3A%22Roadmap%20Planner%22%2C%22timeline%22%3A%7B%22startDate%22%3A%222022-05-20%2000%3A00%3A00%22%2C%22endDate%22%3A%222022-09-12%2000%3A00%3A00%22%2C%22displayOption%22%3A%22WEEK%22%7D%2C%22lanes%22%3A%5B%7B%22title%22%3A%22Vision%20PPI%22%2C%22color%22%3A%7B%22lane%22%3A%22%233b7fc4%22%2C%22bar%22%3A%22%236c9fd3%22%2C%22text%22%3A%22%23ffffff%22%2C%22count%22%3A1%7D%2C%22bars%22%3A%5B%7B%22title%22%3A%22Feature%201%22%2C%22description%22%3A%22This%20is%20the%20first%20bar.%22%2C%22startDate%22%3A%222018-03-01%2000%3A00%3A00%22%2C%22duration%22%3A8.714285714285714%2C%22rowIndex%22%3A0%2C%22id%22%3A%2299880195-7faf-4b2f-ac44-a38516c4cad5%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22title%22%3A%22Feature%202%22%2C%22description%22%3A%22This%20is%20the%20second%20bar.%22%2C%22startDate%22%3A%222018-04-29%2018%3A11%3A20%22%2C%22duration%22%3A4.4226565244708995%2C%22rowIndex%22%3A4%2C%22id%22%3A%22604cae13-314a-4848-b142-95d3570aa3db%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222018-06-18%2022%3A48%3A03%22%2C%22id%22%3A%22739eee1a-3ad0-4154-a8a7-d630942c1b71%22%2C%22title%22%3A%22Feature%203%22%2C%22description%22%3A%22%22%2C%22duration%22%3A6.300469282407407%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222018-07-12%2005%3A50%3A01%22%2C%22id%22%3A%22d2721513-87bf-4ea5-9981-d3971248c8f5%22%2C%22title%22%3A%22Feature%204%22%2C%22description%22%3A%22%22%2C%22duration%22%3A7.362615787037037%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A7%2C%22startDate%22%3A%222020-05-04%2000%3A00%3A00%22%2C%22id%22%3A%22ce3d00a0-a70a-47fe-a920-f1ffc5efbe30%22%2C%22title%22%3A%22Community%20Bonding%22%2C%22description%22%3A%22%22%2C%22duration%22%3A4.425742574257426%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A7%2C%22startDate%22%3A%222020-06-04%2012%3A49%3A54%22%2C%22id%22%3A%22aea0370f-437f-425a-9f7a-f39023371a87%22%2C%22title%22%3A%22Coding%20Phase%22%2C%22description%22%3A%22%22%2C%22duration%22%3A11.970297029702971%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A7%2C%22startDate%22%3A%222020-08-27%2021%3A08%3A54%22%2C%22id%22%3A%22f876011a-5ee3-426c-a894-6f29673c5fea%22%2C%22title%22%3A%22Final%20Submissions%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.4158415841584158%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-05-04%2001%3A39%3A48%22%2C%22id%22%3A%22df8e4bfe-f59c-4c6d-8783-429250d4c8fb%22%2C%22title%22%3A%22Work%20on%20getting%20the%20android%20client%20working%22%2C%22description%22%3A%22-%20Update%20all%20dependencies%5Cn-%20Fix%20existing%20issues%20in%20the%20app%5Cn-%20Get%20the%20login%20working%22%2C%22duration%22%3A4.920792079207921%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-06-01%2006%3A39%3A12%22%2C%22id%22%3A%224ddff410-3b62-4b77-b882-894069447b57%22%2C%22title%22%3A%22Review%20all%20existing%20prs%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.9207920792079207%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222020-06-03%2005%3A13%3A39%22%2C%22id%22%3A%227138d5e9-7e0a-4feb-92f7-f2bc889c0f6c%22%2C%22title%22%3A%22Send%20prs%20for%20getting%20the%20app%20work%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.3267326732673268%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-06-08%2006%3A39%3A12%22%2C%22id%22%3A%223b81b83a-af83-4780-a73e-ecf032e64cab%22%2C%22title%22%3A%22Enhancing%20the%20augmentation%20scripts%20and%20techniques%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.900990099009901%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-06-15%2009%3A58%3A48%22%2C%22id%22%3A%22f167e7b6-b35a-45d9-9b20-31b0cc0e6591%22%2C%22title%22%3A%22Start%20collecting%2C%20pre-processing%20data%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.8613861386138613%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222020-06-29%2008%3A19%3A00%22%2C%22id%22%3A%224bf93b9f-01c3-4317-9cb3-da2d125024b9%22%2C%22title%22%3A%22Continue%20expanding%20the%20dataset%2C%20training%20models%20and%20improving%20accuracy%22%2C%22description%22%3A%22%22%2C%22duration%22%3A4.900990099009901%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-06-29%2008%3A19%3A00%22%2C%22id%22%3A%2297e6d31a-2a5e-4e8e-bc13-4d704724bc1b%22%2C%22title%22%3A%22Do%20work%20needed%20for%20integrating%20the%20AutoML%20API%22%2C%22description%22%3A%22Add%20option%20to%20click%20and%20upload%20photos%20and%20integrate%20the%20AutoML%20API%22%2C%22duration%22%3A2.891089108910891%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-07-13%2006%3A39%3A12%22%2C%22id%22%3A%2240c99c0f-9f2d-4c9f-a65b-9636755387b8%22%2C%22title%22%3A%22Test%20models%20via%20the%20app%22%2C%22description%22%3A%22Test%20the%20models%20in%20real%20time%20via%20the%20android%20application%20and%20continue%20to%20improve%20the%20accuracy%20as%20needed%20by%20expanding%20the%20datasets%20and%20other%20methods.%22%2C%22duration%22%3A2.9306930693069306%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-08-03%2013%3A18%3A24%22%2C%22id%22%3A%22e4032d86-a976-4e55-b003-70bbcbd8cbd9%22%2C%22title%22%3A%22Enhance%20the%20UI%2FUX%20of%20the%20android%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.8613861386138613%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-08-05%2015%3A12%3A28%22%2C%22id%22%3A%22792d7d8f-dcea-4c19-b7f0-de7e60c44c5a%22%2C%22title%22%3A%22Add%20new%20features%20to%20the%20app%22%2C%22description%22%3A%22-%20About%20section%5Cn-%20Shift%20to%20a%20bottom%20nav%20bar%5Cn-%20Follow%20proper%20code%20conventions%5Cn-%20Improve%20the%20code%20style%20of%20the%20application%20as%20it%20is%20not%20good%20right%20now.%22%2C%22duration%22%3A2.198019801980198%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222020-08-17%2011%3A38%3A36%22%2C%22id%22%3A%22b51f0da0-ec9b-4dcf-b163-c59e53062b19%22%2C%22title%22%3A%22Documentation%22%2C%22description%22%3A%22-%20Document%20all%20the%20work%20done%5Cn-%20Update%20the%20project%20Wiki%20and%20Confluence%20page%5Cn-%20Create%20a%20detailed%20README%20for%20the%20GitHub%20repo%22%2C%22duration%22%3A1.8712871287128714%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222020-08-24%2011%3A38%3A36%22%2C%22id%22%3A%22f02cc7c7-e97a-485a-9674-b9ab0387e6ab%22%2C%22title%22%3A%22Submit%20for%20final%20evaluations%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.8712871287128714%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222020-06-22%2008%3A19%3A00%22%2C%22id%22%3A%2255ab381b-f1df-48da-a40b-f3465ea78b19%22%2C%22title%22%3A%22Understand%20how%20the%20AutoML%20backend%20works%20for%20classifying%20images%22%2C%22description%22%3A%22-%20Make%20my%20own%20CNN%20for%20the%20purpose%20of%20image%20classification%20to%20understand%20the%20process%20and%20add%20it%20to%20the%20project%20repo%20so%20others%20can%20understand%20it%20too.%22%2C%22duration%22%3A2.891089108910891%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222020-07-13%2014%3A58%3A13%22%2C%22id%22%3A%22559fc463-5bbc-4a69-8fc9-169758acb9d2%22%2C%22title%22%3A%22Add%20functionality%20for%20auto-filling%20the%20survey%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.8415841584158414%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222022-05-22%2022%3A20%3A11%22%2C%22id%22%3A%2220f27d30-1058-4bcc-ba4e-70873fa8b5e2%22%2C%22title%22%3A%22Community%20Bonding%22%2C%22description%22%3A%22Community%20Bonding%22%2C%22duration%22%3A3.01980198019802%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222022-06-14%2005%3A56%3A26%22%2C%22id%22%3A%22337f529f-1293-4c5c-835e-44fea9e8a7e0%22%2C%22title%22%3A%22Coding%20Phase%22%2C%22description%22%3A%22%22%2C%22duration%22%3A11.188118811881187%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222022-08-31%2021%3A51%3A40%22%2C%22id%22%3A%2244dc00d1-e55d-4aa7-ac3b-62409144fadc%22%2C%22title%22%3A%22Final%20Submissions%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.504950495049505%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-06-19%2020%3A40%3A23%22%2C%22id%22%3A%22d96ca194-f282-40e0-8d2d-cef01dee4e86%22%2C%22title%22%3A%22Start%20collecting%2C%20pre-processing%20data%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.4554455445544554%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-07-18%2004%3A59%3A24%22%2C%22id%22%3A%22aebd99a8-2bcd-4022-8665-1c102811b487%22%2C%22title%22%3A%22Test%20models%20via%20the%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.8415841584158417%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022-07-03%2020%3A40%3A23%22%2C%22id%22%3A%22d49e789c-d7ba-4ec2-94bc-57bd56a7de48%22%2C%22title%22%3A%22Add%20new%20features%20to%20the%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222022-07-14%2001%3A11%3A17%22%2C%22id%22%3A%22d8048117-9624-40fc-a0ad-22551db5e626%22%2C%22title%22%3A%22Publishing%20The%20Changes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.5742574257425743%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222022-08-26%2013%3A46%3A56%22%2C%22id%22%3A%229272b667-016a-4b62-9a7c-9be4d38251b0%22%2C%22title%22%3A%22Documentations%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.128712871287129%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A3%2C%22startDate%22%3A%222022-07-25%2003%3A19%3A36%22%2C%22id%22%3A%22d43c6e18-1fb4-4ecf-8d48-bf71110d0d1b%22%2C%22title%22%3A%22Enhance%20the%20UI%2F%20UX%20of%20the%20android%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.2475247524752477%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A3%2C%22startDate%22%3A%222022-08-18%2002%3A51%3A05%22%2C%22id%22%3A%22fe2a0fc6-2243-4d65-8749-d54c4d6ef81f%22%2C%22title%22%3A%22Publishing%20The%20Changes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222022-07-20%2000%3A14%3A15%22%2C%22id%22%3A%229124bba7-79e3-47c6-b746-6dbdfff6843d%22%2C%22title%22%3A%22Mid%20Term%20Evaluation%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.4554455445544554%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-08-01%2011%3A38%3A37%22%2C%22id%22%3A%2219faf685-586c-4295-ba90-c1193f60b4a7%22%2C%22title%22%3A%22Integrating%20new%20ML%20model%22%2C%22description%22%3A%22%22%2C%22duration%22%3A4.435643564356436%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022-08-02%2012%3A35%3A38%22%2C%22id%22%3A%22f37e085e-ca05-4873-9ed3-bb88dfe51811%22%2C%22title%22%3A%22Adding%20the%20PPI%20Fragments%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.772277227722772%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022-06-06%2001%3A39%3A48%22%2C%22id%22%3A%2274c3c737-fe75-4884-96bb-a3423ca32db6%22%2C%22title%22%3A%22Fixing%20the%20API%20Endpoint%20Issues%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.277227722772277%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222022-05-20%2023%3A45%3A44%22%2C%22id%22%3A%2277734695-5bf8-4739-92ef-3d65595fea6c%22%2C%22title%22%3A%22Understanding%20about%20Login%20System%20working%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.2475247524752477%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A3%2C%22startDate%22%3A%222022-06-24%2010%3A27%3A19%22%2C%22id%22%3A%22d64a4f5c-3421-4cd1-9ed0-b899a3c1c9bc%22%2C%22title%22%3A%22Updating%20the%20color%20schemes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.504950495049505%2C%22pageLink%22%3A%7B%7D%7D%5D%7D%5D%2C%22markers%22%3A%5B%7B%22title%22%3A%22Marker%201%22%2C%22markerDate%22%3A%222018-03-15%2000%3A00%3A00%22%7D%2C%7B%22markerDate%22%3A%222020-09-06%2022%3A20%3A11%22%2C%22title%22%3A%22We%20are%20here%22%7D%2C%7B%22markerDate%22%3A%222022-09-11%2020%3A40%3A23%22%2C%22title%22%3A%22We%20are%20here%22%7D%5D%7DpagelinkstitleRoadmap%20Plannerhash3be3fa580cb8236cfc71030532a950cd

The Poverty Probability Index (PPI) is a poverty measurement tool for organizations and businesses with a mission to serve the poor. A PPI survey consists of 10 questions about a household’s characteristics using which asset ownership is scored to compute the likelihood that the household is living below the poverty line.

Leveraging Cloud Vision, a field officer would simply have to take a series of photos with their smartphone camera inside and outside of the house and then the Cloud Vision would be able to deduce based on the images the response to the 10 questions by detecting whether the objects mentioned in the survey are present in the household or not.

Requirements

  • Python

  • Android Application Development using Kotlin

  • Some knowledge of Google MLKit

  • Knowledge of machine learning and computer vision is beneficial

Implementations

Design and Technical Overview

The project has 2 main parts:

  • The android application which is used to upload data to Cloud Vision using the AutoML API. Cloud Vision then classifies the uploaded image and returns its category. If possible, based on the results from Cloud Vision, the app can automatically fill the needed entries in the PPI Survey form.

  • The augmentation part: The second part is the data augmentation part. This part is needed because photos household items like washing machines, TVs, etc, in the household environment itself are less found. So images are scraped from google and are augmented using various techniques to increase the size of the dataset which in turns help increase the accuracy of the model trained in using Cloud Vision.

Development

Source Code: https://github.com/openMF/ppi-vision

Testing

Preview link to the application on http://appetize.io : -

Latest link: https://appetize.io/app/cqkjoygzdyyyr6fqdfzt44egfy?device=pixel4&osVersion=11.0&scale=75

Older version: https://appetize.io/app/2h371q4enkfa267fx7q60fdn1c?device=nexus5&scale=75&orientation=portrait&osVersion=8.1

Using the above link, the app can be tested on a browser itself without installing it on a physical device.

Roadmap

Workflow


Roadmap Planner
maplinks
timelinetrue
source%7B%22title%22%3A%22Roadmap%20Planner%22%2C%22timeline%22%3A%7B%22startDate%22%3A%222022-05-20%2000%3A00%3A00%22%2C%22endDate%22%3A%222022-09-12%2000%3A00%3A00%22%2C%22displayOption%22%3A%22WEEK%22%7D%2C%22lanes%22%3A%5B%7B%22title%22%3A%22Vision%20PPI%22%2C%22color%22%3A%7B%22lane%22%3A%22%233b7fc4%22%2C%22bar%22%3A%22%236c9fd3%22%2C%22text%22%3A%22%23ffffff%22%2C%22count%22%3A1%7D%2C%22bars%22%3A%5B%7B%22title%22%3A%22Feature%201%22%2C%22description%22%3A%22This%20is%20the%20first%20bar.%22%2C%22startDate%22%3A%222018-03-01%2000%3A00%3A00%22%2C%22duration%22%3A8.714285714285714%2C%22rowIndex%22%3A0%2C%22id%22%3A%2299880195-7faf-4b2f-ac44-a38516c4cad5%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22title%22%3A%22Feature%202%22%2C%22description%22%3A%22This%20is%20the%20second%20bar.%22%2C%22startDate%22%3A%222018-04-29%2018%3A11%3A20%22%2C%22duration%22%3A4.4226565244708995%2C%22rowIndex%22%3A6%2C%22id%22%3A%22604cae134226565244708995%2C%22rowIndex%22%3A4%2C%22id%22%3A%22604cae13-314a-4848-b142-95d3570aa3db%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222018-06-18%2022%3A48%3A03%22%2C%22id%22%3A%22739eee1a-3ad0-4154-a8a7-d630942c1b71%22%2C%22title%22%3A%22Feature%203%22%2C%22description%22%3A%22%22%2C%22duration%22%3A6.300469282407407%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222018300469282407407%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222018-07-12%2005%3A50%3A01%22%2C%22id%22%3A%22d2721513-87bf-4ea5-9981-d3971248c8f5%22%2C%22title%22%3A%22Feature%204%22%2C%22description%22%3A%22%22%2C%22duration%22%3A7.362615787037037%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A8%2C%22startDate%22%3A%222020362615787037037%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222020-05-04%2000%3A00%3A00%22%2C%22id%22%3A%22ce3d00a0-a70a-47fe-a920-f1ffc5efbe30%22%2C%22title%22%3A%22Community%20Bonding%22%2C%22description%22%3A%22%22%2C%22duration%22%3A4.425742574257426%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A8%2C%22startDate%22%3A%222020425742574257426%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222020-06-04%2012%3A49%3A54%22%2C%22id%22%3A%22aea0370f-437f-425a-9f7a-f39023371a87%22%2C%22title%22%3A%22Coding%20Phase%22%2C%22description%22%3A%22%22%2C%22duration%22%3A11.970297029702971%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A8%2C%22startDate%22%3A%222020970297029702971%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222020-08-27%2021%3A08%3A54%22%2C%22id%22%3A%22f876011a-5ee3-426c-a894-6f29673c5fea%22%2C%22title%22%3A%22Final%20Submissions%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.4158415841584158%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-05-04%2001%3A39%3A48%22%2C%22id%22%3A%22df8e4bfe-f59c-4c6d-8783-429250d4c8fb%22%2C%22title%22%3A%22Work%20on%20getting%20the%20android%20client%20working%22%2C%22description%22%3A%22-%20Update%20all%20dependencies%5Cn-%20Fix%20existing%20issues%20in%20the%20app%5Cn-%20Get%20the%20login%20working%22%2C%22duration%22%3A4.920792079207921%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222020920792079207921%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-06-01%2006%3A39%3A12%22%2C%22id%22%3A%224ddff410-3b62-4b77-b882-894069447b57%22%2C%22title%22%3A%22Review%20all%20existing%20prs%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.9207920792079207%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A7%2C%22startDate%22%3A%2220209207920792079207%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222020-06-03%2005%3A13%3A39%22%2C%22id%22%3A%227138d5e9-7e0a-4feb-92f7-f2bc889c0f6c%22%2C%22title%22%3A%22Send%20prs%20for%20getting%20the%20app%20work%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.3267326732673268%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-06-08%2006%3A39%3A12%22%2C%22id%22%3A%223b81b83a-af83-4780-a73e-ecf032e64cab%22%2C%22title%22%3A%22Enhancing%20the%20augmentation%20scripts%20and%20techniques%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.900990099009901%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222020900990099009901%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-06-15%2009%3A58%3A48%22%2C%22id%22%3A%22f167e7b6-b35a-45d9-9b20-31b0cc0e6591%22%2C%22title%22%3A%22Start%20collecting%2C%20pre-processing%20data%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.8613861386138613%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A7%2C%22startDate%22%3A%2220208613861386138613%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222020-06-29%2008%3A19%3A00%22%2C%22id%22%3A%224bf93b9f-01c3-4317-9cb3-da2d125024b9%22%2C%22title%22%3A%22Continue%20expanding%20the%20dataset%2C%20training%20models%20and%20improving%20accuracy%22%2C%22description%22%3A%22%22%2C%22duration%22%3A4.900990099009901%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-06-29%2008%3A19%3A00%22%2C%22id%22%3A%2297e6d31a-2a5e-4e8e-bc13-4d704724bc1b%22%2C%22title%22%3A%22Do%20work%20needed%20for%20integrating%20the%20AutoML%20API%22%2C%22description%22%3A%22Add%20option%20to%20click%20and%20upload%20photos%20and%20integrate%20the%20AutoML%20API%22%2C%22duration%22%3A2.891089108910891%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222020891089108910891%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-07-13%2006%3A39%3A12%22%2C%22id%22%3A%2240c99c0f-9f2d-4c9f-a65b-9636755387b8%22%2C%22title%22%3A%22Test%20models%20via%20the%20app%22%2C%22description%22%3A%22Test%20the%20models%20in%20real%20time%20via%20the%20android%20application%20and%20continue%20to%20improve%20the%20accuracy%20as%20needed%20by%20expanding%20the%20datasets%20and%20other%20methods.%22%2C%22duration%22%3A2.9306930693069306%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020-08-03%2013%3A18%3A24%22%2C%22id%22%3A%22e4032d86-a976-4e55-b003-70bbcbd8cbd9%22%2C%22title%22%3A%22Enhance%20the%20UI%2FUX%20of%20the%20android%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.8613861386138613%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%2220208613861386138613%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222020-08-05%2015%3A12%3A28%22%2C%22id%22%3A%22792d7d8f-dcea-4c19-b7f0-de7e60c44c5a%22%2C%22title%22%3A%22Add%20new%20features%20to%20the%20app%22%2C%22description%22%3A%22-%20About%20section%5Cn-%20Shift%20to%20a%20bottom%20nav%20bar%5Cn-%20Follow%20proper%20code%20conventions%5Cn-%20Improve%20the%20code%20style%20of%20the%20application%20as%20it%20is%20not%20good%20right%20now.%22%2C%22duration%22%3A2.198019801980198%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A7%2C%22startDate%22%3A%222020198019801980198%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222020-08-17%2011%3A38%3A36%22%2C%22id%22%3A%22b51f0da0-ec9b-4dcf-b163-c59e53062b19%22%2C%22title%22%3A%22Documentation%22%2C%22description%22%3A%22-%20Document%20all%20the%20work%20done%5Cn-%20Update%20the%20project%20Wiki%20and%20Confluence%20page%5Cn-%20Create%20a%20detailed%20README%20for%20the%20GitHub%20repo%22%2C%22duration%22%3A1.8712871287128714%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%2220208712871287128714%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222020-08-24%2011%3A38%3A36%22%2C%22id%22%3A%22f02cc7c7-e97a-485a-9674-b9ab0387e6ab%22%2C%22title%22%3A%22Submit%20for%20final%20evaluations%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.8712871287128714%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%2220208712871287128714%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222020-06-22%2008%3A19%3A00%22%2C%22id%22%3A%2255ab381b-f1df-48da-a40b-f3465ea78b19%22%2C%22title%22%3A%22Understand%20how%20the%20AutoML%20backend%20works%20for%20classifying%20images%22%2C%22description%22%3A%22-%20Make%20my%20own%20CNN%20for%20the%20purpose%20of%20image%20classification%20to%20understand%20the%20process%20and%20add%20it%20to%20the%20project%20repo%20so%20others%20can%20understand%20it%20too.%22%2C%22duration%22%3A2.891089108910891%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222020891089108910891%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222020-07-13%2014%3A58%3A13%22%2C%22id%22%3A%22559fc463-5bbc-4a69-8fc9-169758acb9d2%22%2C%22title%22%3A%22Add%20functionality%20for%20auto-filling%20the%20survey%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.8415841584158414%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%2220228415841584158414%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222022-05-23%2000%3A00%3A00%22%2C%22id%22%3A%2220f27d30-1058-4bcc-ba4e-70873fa8b5e2%22%2C%22title%22%3A%22Community%20Bonding%22%2C%22description%22%3A%22Community%20Bonding%22%2C%22duration%22%3A3.01980198019802%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%22202201980198019802%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222022-06-14%2004%3A16%3A38%22%2C%22id%22%3A%22337f529f-1293-4c5c-835e-44fea9e8a7e0%22%2C%22title%22%3A%22Coding%20Phase%22%2C%22description%22%3A%22%22%2C%22duration%22%3A11.188118811881187%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A6%2C%22startDate%22%3A%222022188118811881187%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222022-09-01%2009%3A30%3A18%22%2C%22id%22%3A%2244dc00d1-e55d-4aa7-ac3b-62409144fadc%22%2C%22title%22%3A%22Final%20Submissions%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.4752475247524752%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%2220224752475247524752%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022-06-19%2020%3A40%3A23%22%2C%22id%22%3A%22d96ca194-f282-40e0-8d2d-cef01dee4e86%22%2C%22title%22%3A%22Start%20collecting%2C%20pre-processing%20data%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.4554455445544554%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%2220224554455445544554%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022-07-18%2004%3A59%3A24%22%2C%22id%22%3A%22aebd99a8-2bcd-4022-8665-1c102811b487%22%2C%22title%22%3A%22Test%20models%20via%20the%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.8415841584158417%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%2220228415841584158417%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222022-07-03%2020%3A40%3A23%22%2C%22id%22%3A%22d49e789c15%2005%3A27%3A55%22%2C%22id%22%3A%22d49e789c-d7ba-4ec2-94bc-57bd56a7de48%22%2C%22title%22%3A%22Add%20new%20features%20to%20the%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%22202257bd56a7de48%22%2C%22title%22%3A%22Add%20new%20features%20to%20the%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-07-14%2001%3A11%3A17%22%2C%22id%22%3A%22d8048117-9624-40fc-a0ad-22551db5e626%22%2C%22title%22%3A%22Publishing%20The%20Changes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.5742574257425743%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%222022603960396039604%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-08-26%2012%3A07%3A07%22%2C%22id%22%3A%229272b667-016a-4b62-9a7c-9be4d38251b0%22%2C%22title%22%3A%22Documentations%22%2C%22description%22%3A%22%22%2C%22duration%22%3A29be4d38251b0%22%2C%22title%22%3A%22Documentation%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.128712871287129%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A3%2C%22startDate%22%3A%222022128712871287129%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-0708-25%2001%3A39%3A48%22%2C%22id%22%3A%22d43c6e1802%2010%3A55%3A50%22%2C%22id%22%3A%22d43c6e18-1fb4-4ecf-8d48-bf71110d0d1b%22%2C%22title%22%3A%22Enhance%20the%20UI%2F%20UX%20of%20the%20android%20app%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.2475247524752477%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A3%2C%22startDate%22%3A%222022-08-17%2020%3A11%3A52%22%2C%22id%22%3A%22fe2a0fc617%2013%3A32%3A40%22%2C%22id%22%3A%22fe2a0fc6-2243-4d65-8749-d54c4d6ef81f%22%2C%22title%22%3A%22Publishing%20The%20Changes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A5%2C%22startDate%22%3A%222022d54c4d6ef81f%22%2C%22title%22%3A%22Publishing%20The%20Changes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A3%2C%22startDate%22%3A%222022-07-20%2021%3A51%3A41%22%2C%22id%22%3A%229124bba7-79e3-47c6-b746-6dbdfff6843d%22%2C%22title%22%3A%22Mid%20Term%20Evaluation%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.4554455445544554%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%2220224554455445544554%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022-08-01%2011%3A38%3A37%22%2C%22id%22%3A%2219faf68504%2022%3A48%3A42%22%2C%22id%22%3A%2219faf685-586c-4295-ba90-c1193f60b4a7%22%2C%22title%22%3A%22Integrating%20new%20ML%20model%22%2C%22description%22%3A%22%22%2C%22duration%22%3A4c1193f60b4a7%22%2C%22title%22%3A%22Integrating%20new%20ML%20model%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.435643564356436%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%2220229603960396039604%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222022-08-02%2012%3A35%3A38%22%2C%22id%22%3A%22f37e085e09%2010%3A55%3A50%22%2C%22id%22%3A%22f37e085e-ca05-4873-9ed3-bb88dfe51811%22%2C%22title%22%3A%22Adding%20the%20PPI%20Fragments%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.772277227722772%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222022772277227722772%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222022-06-06%2001%3A39%3A48%22%2C%22id%22%3A%2274c3c73713%2016%3A38%3A01%22%2C%22id%22%3A%2274c3c737-fe75-4884-96bb-a3423ca32db6%22%2C%22title%22%3A%22Fixing%20the%20API%20Endpoint%20Issues%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.277227722772277%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222022-05-20%2023%3A45%3A44%22%2C%22id%22%3A%2277734695-5bf8-4739-92ef-3d65595fea6c%22%2C%22title%22%3A%22Understanding%20about%20Login%20System%20working%22%2C%22description%22%3A%22%22%2C%22duration%22%3A3.2475247524752477%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A4%2C%22startDate%22%3A%2220222475247524752477%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%222022-06-24%2015%3A26%3A44%22%2C%22id%22%3A%22d64a4f5c-3421-4cd1-9ed0-b899a3c1c9bc%22%2C%22title%22%3A%22Updating%20the%20color%20schemes%22%2C%22description%22%3A%22%22%2C%22duration%22%3A2.504950495049505%2C%22pageLink%22%3A%7B%7D%7D%5D%7D%5D%2C%22markers%22%3A%5B%7B%22title%22%3A%22Marker%201%22%2C%22markerDate%22%3A%222018-03-15%2000%3A00%3A00%22%7D%2C%7B%22markerDate%22%3A%222020-09-06%2022%3A20%3A11%22%2C%22title%22%3A%22We%20are%20here%22%7D%2C%7B%22markerDate%22%3A%222022-09-11%2020%3A40%3A23%22%2C%22title%22%3A%22We%20are%20here%22%7D%5D%7D
pagelinks
titleRoadmap%20Planner
hashc5e605a666a57a0e3b0724857f38cf87f450b031b95e528d1060b4eedf9a096d