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Nostradamus - Recommendation Service
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Marcelo Boeira
May 15, 2017
Programming
0
70
Nostradamus - Recommendation Service
Recommendation Service Created at Movinga
Marcelo Boeira
May 15, 2017
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Transcript
NOSTRADAMUS NO PARTNER-MOVE RECOMMENDATION SERVICE
CONCEPT
MOVE DISTANCE ORIGIN DESTINATION PRICE VOLUME DATE FLEXIBILITY FLOOR SERVICES
EXTRAS MARGIN SOURCE
MOVE DISTANCE ORIGIN DESTINATION PRICE VOLUME DATE FLEXIBILITY FLOOR SERVICES
EXTRAS MARGIN SOURCE
MOVE DISTANCE ORIGIN DESTINATION PRICE VOLUME DATE FLEXIBILITY FLOOR SERVICES
EXTRAS MARGIN SOURCE
PARTNER A PARTNER B
VOLIUME IN M³ 12,5 25 37,5 50 DISTANCE IN KM
75 150 225 300
VOLIUME IN M³ 12,5 25 37,5 50 DISTANCE IN KM
75 150 225 300
VOLIUME IN M³ 12,5 25 37,5 50 DISTANCE IN KM
75 150 225 300 LVLD HVHD
None
None
IMPLEMENTATION
Training Set Predicting Set CORE
Training Set Learning Algorithm Pickle File
Prediction Algorithm Predicting Set Pickle File A123 BJ12 … P1
0.03 0.42 P2 0.38 0.23 P3 0.29 0.05 …
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … Result matrix
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … Result matrix
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … Result matrix
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … Result matrix
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … Result matrix
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … Result matrix
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … { "predictions": [ { "move_id": A123, "partner_id": P1, "score": 0.03691877217895654 }, { "move_id": A123, "partner_id": P2, "score": 0.38432839226260857 } } Result matrix Result matrix serialised
A123 BJ12 … P1 0.03 0.42 P2 0.38 0.23 P3
0.29 0.05 … { "predictions": [ { "move_id": A123, "partner_id": P1, "score": 0.03691877217895654 }, { "move_id": A123, "partner_id": P2, "score": 0.38432839226260857 } }
NOSTRADAMUS API
NOSTRADAMUS API
QUALITY
None
RESULTS
MOVE SUGGESTION
MOVE SUGGESTION Recommended Recommended Recommended
PARTNER SUGGESTION
None
TEAM
THANKS
NOSTRADAMUS NO PARTNER-MOVE RECOMMENDATION SERVICE