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Sagana - DS for food security
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Shanelle Recheta
March 18, 2021
Technology
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130
Sagana - DS for food security
Reimagining the future of food through linear programming and optimization
Shanelle Recheta
March 18, 2021
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Transcript
FEEDING THE FUTURE Data Science towards a zero waste PH
SHANELLE RECHETA Tech Lead Full Stack Data Scientist IoT Engineer
https://github.com/IRC-sgrace | https://www.nxtlvlfarms.xyz/
None
None
DATA-DRIVEN FOOD SHARING WEB APP SAGANA Connect sponsors and communities
to filipinos in need by creating a community food distribution system based on scheduling and route optimization using web-scraped food and grocery establishments data, poverty statistics and, MRT and LRT ridership statistics
If we can conquer space, we can conquer hunger SAGANA
make food-sharing easy
Q&A
CONSTRAINTS cost controls (more goods in one trip) time windows
(for perishable goods) low risk of queues
SOLUTION Find a set of routes of minimal total traveling
cost and maximal food distributed along BFT's by complying with the prioritized time windows (perishable goods). DISTANCE MATRIX API
HACKING DIJKSTRA'S ALGORITHM 03 Instead of doing Dijkstra's once from
source to destination, you start at each end, and expand both sides until they meet in the middle. Eliminates roughly half the work .
Collect more granular data