Reco
Recommender system
user
preferences
recos
#1
#2
#3
Content-based
expert-in-the-loop
recommender
Accuracy
🎯
Trust
Control
Diversity
🟡🟢🔵🟣
Explainability
🤔
Rule based algo
Puig algorithm
expert-in-the-loop
Content-based
Rule based
Para cada perfume del perfil
.family
==
.family
.ingredients in
.family
==
.family
.ingredients in
#2
#3
#4
#5
#1
Puig algorithm
Score based algo
Rule based algo
Nuestros clientes tienen catalogos más pequeños
+ Flexibilidad 🤸🏾
Para cada perfume del perfil
Score based algo
y cada perfume en base de datos
.family
==
.family
.ingredients in
familyDistance
secondaryFamilyDistance
ingredients
Distance
Refiners
🕹️
Score based algo
Rule based algo
Puig algorithm
Queremos asegurarnos que los topN cumplen una condición
+ Control 🕹️
Refiners
🕹️
Queremos que el top 3 sea Niche i el top 6 sea niche o prestige
MASS
PRESTIGE
NICHE
Perfumes recomendados
Perfil usuario
Refiners
🕹️
Concepts
🧠
Score based algo
Rule based algo
Puig algorithm
No todo el mundo tiene un perfume en la cabeza
+ Adaptabilidad🌊
Concepts
🧠
families
ingredients
perfumes
Strong me - Paco Rabanne
leather
leather
Strong
familyDistance
ingredients
Distance
semanticDistance
🧠
Concepts
🧠
Refiners
🕹️
Concepts
🧠
Score based algo
Rule based algo
Puig algorithm
Tool
🪟
Muchos retailers
Varias entidades
+ Transparency 🪟
Tool
👁️
Refiners
🕹️
Concepts
🧠
Score based algo
Rule based algo
Puig algorithm
Tool
🪟
El algoritmo nos cuenta cosas
+ Visibility🎤
Cosmograph
🕸️
Cosmograph
🕸️
perfil
recos
#1
...
#1
...
#1
...
...
#1
Cosmograph
🕸️
Refiners
🕹️
Concepts
🧠
Tool
🪟
Cosmograph
🕸️
Score based algo
Rule based algo
Puig algorithm
GPT
+ Understanding 🛋️
Scentbot
🤖
Brief intro to GPT
Generative
pretrained
language model
When I was
seventeen
younger
in Barcelona
Scentbot
🤖
I want a perfume with lavender for my friend Marylin, she loves summer and hates citrus
I want a perfume with lavender for my friend Marylin, she loves summer and hates citrus
reciever
ingredient
concept
family
I want a perfume with
for
, she loves
and hates
lavender
summer
my friend Marylin
citrus
reciever
ingredient
concept
family
base de datos de families
base de datos de concept
base de datos de ingredientes
embeddings
distance
Reco
Scentbot
🤖
Scentbot
🤖
Refiners
🕹️
Concepts
🧠
Tool
🪟
Cosmograph
🕸️
Score based algo
Rule based algo
Puig algorithm
GPT
+ Combinations🎨
Scentbot
🤖
Condition based algo
I don't like
💔
Condition based
user
preferences
or
and
🪻
!🍋
☀️
🪙
🪻
!🍋
☀️
☀️
🪻
🪻
🪙
☀️
🪻
#1
#2
#3
✅
✅
✅
✅
✅
✅
✅
✅
✅
✅
✅
tiene un poco de
gran cantidad de
misma family
ingredient similar
conditions
se parece por familia
se parece por ing
! familia
citrus
! subfamilia citrus
summer ☀️
concept
citrus 🍋
family
1 million 🪙
perfume
lavender 🪻
ingredient
conditions
bags
democratic
vote
Puig algorithm
Refiners
🕹️
Concepts
🧠
Tool
🪟
Cosmograph
🕸️
Score based algo
Scentbot
🤖
Conditions
I don't like
💔
Images
📸
Como combinar perfumes y moda?
Como combinar perfumes y maquillaje?
Como ayudar a la gente que no se acuerda del nombre de un perfume?
you
are
here
Gràcies!
deck
By Bernat Esquirol
