SlideShare a Scribd company logo
• Panorama des chatbots Fréderic Cavazza, Marketing
technologist
• Anatomie d'un chatbot Yan Georget, de Botfuel.io
• Chatops Victor Demonchy/Charles Judith de Criteo
• Qu'est-ce que le traitement du langage et
comment est-il utilisé par les bots? Paul Renvoisé de
Recast.ai
• Comment fonctionne Jam? Marjolaine Grondin
Chatbots Paris
#chatbotsparis
FredCavazza.net@fredcavazza #ChatbotsParis
Des agents au
commerce
conversationnel
#ChatbotsParis, 24 mai 2016
FredCavazza.net@fredcavazza #ChatbotsParis
Frédéric Cavazza ?
• Consultant et conférencier
• 20 ans d’expérience dans le web
• FredCavazza.net
• 2 livres :
FredCavazza.net@fredcavazza #ChatbotsParis
Genèse des agents
conversationnels
FredCavazza.net@fredcavazza #ChatbotsParis
Les chatbots il y a 10 ans
La première expérience ouverte à grande échelle
FredCavazza.net@fredcavazza #ChatbotsParis
Les premiers agents conversationnels
Un agent conversationnel est un logiciel qui dialogue
avec un utilisateur à travers une interface textuelle
FredCavazza.net@fredcavazza #ChatbotsParis
Et il n’y a pas que des femmes !
FredCavazza.net@fredcavazza #ChatbotsParis
Qu’est-ce qui a changé depuis ?
• Des ressources informatiques beaucoup
moins chères
• D’énorme progrès en intelligence artificielle
• Des services beaucoup plus facilement
connectables entre-eux
• 2 milliards d’utilisateurs de smartphones
dont les usages sont concentrés sur les
applications de messagerie
FredCavazza.net@fredcavazza #ChatbotsParis
L’avènement

des chatbots
FredCavazza.net@fredcavazza #ChatbotsParis
Un écosystème qui se structure
FredCavazza.net@fredcavazza #ChatbotsParis
Des chatbots par milliers
• Diffusion d’informations
• Suggestion de produits
• Achats automatisés
• Commande de services
• Opérations courantes
• …
FredCavazza.net@fredcavazza #ChatbotsParis
Des app stores aux bot stores
L’optimisation du référencement sera une étape obligatoire
FredCavazza.net@fredcavazza #ChatbotsParis
L’année 0 du commerce
conversationnel
FredCavazza.net@fredcavazza #ChatbotsParis
Les géants s’affrontent
AppleFacebook Google
Microsoft
Amazon
FredCavazza.net@fredcavazza #ChatbotsParis
Le commerce conversationnel est-il viable ?
Le web et le SMS restent des canaux bien plus pragmatiques
FredCavazza.net@fredcavazza #ChatbotsParis
Un gros potentiel pour le CRM
20% des questions pourraient être immédiatement traitées
FredCavazza.net@fredcavazza #ChatbotsParis
Merci de votre attention
ChatbotAnatomy
Yan Georget
GatewaysMultiple messaging
platforms
- audiences
- formats
- interactions
Scalability
Not only messaging
platforms but
- webchat
- SMS
Engine
Know the user
- context
Understand the user
- intent
recognition
Bot testing and AB
testing
Bot modelization:
- black box
- (lack of) sdks &
languages
NaturalLanguageProcessing
Entities extraction
- regular
expressions
- probabilistic
grammars
Intent recognition
- regular
expressions
- logistic
regression
- bayesian
classification
Analytics
Rich interactions
- conversations
- sentiment
analysis
Optimize conversions
Optimize UX
Services
APIs
- storage
- payment
- catalogs
Non-blocking IO
Humans
Fuelingthenextgenerationofbots
hi@botfuel.io
Copyright © 2016 Criteo
#ChatOps @Criteo
Charles JUDITH
Victor DEMONCHY
Copyright © 2016 Criteo
About us
• DevOps Engineer
• FOSS Monitoring Addict
• Blogger
• DevOps Engineer
• Monitoring newbie
• Criteo internal traveler
Charles JUDITH Victor DEMONCHY
Copyright © 2016 Criteo
Why #ChatOps ?
• Automate repetitive/tedious tasks
• Reduce context switching
• Gather information
• Execute actions
• Share knowledge
Copyright © 2016 Criteo
How we started
• Define the needs
• Study the existing bots
• Start small and simple
• Make it collaborative (share !)
• Provide dev environment
https://victorops.com/chatops-for-dummies/
Copyright © 2016 Criteo
It’s a trap !
• Reinvent the wheel
• Replicate CLI actions without adding value
• Restrict access to a few people
• Think only about personal/team usages
Copyright © 2016 Criteo
Benefits
• IM is a central communication point
• Democratize access to information
• Give visibility to teams
• Reduce newcomers bootstrap time
• Save time for everyone !
Copyright © 2016 Criteo
The chatbots competition
• Three chatbots in the competition
• Errbot (Python)
• Lita (Ruby)
• Hubot (NodeJS / Coffeescript)
Copyright © 2016 Criteo
The chosen one
• We picked Errbot
• Python was more popular
• Good documentation
• Active development
• Interesting features
Copyright © 2016 Criteo
Meet Bob (the Builder) !
• Started as a 10% project
• Two months old
• Hackathon last month
• Basic features
• Technical usages for now
Copyright © 2016 Criteo
The future
• Have a proper hosting
• Provide documentation
• Promote usage
• Gather feedback
• Develop new features
• Open source (if possible !)
Copyright © 2016 Criteo
Demo
Copyright © 2016 Criteo
Copyright © 2016 Criteo
Q&A
NLP: WHAT, HOW AND WHY?
DEFAULT
REASONING
ARTIFICIAL
INTELLIGENCE
DIALOG
MODELING
BIG
DATA
SPEECH
RECOGNITION
IMAGE
RECOGNITION
MACHINE
LEARNING
NATURAL
LANGUAGE
PROCESSING
ROBOTICS
NATURAL
LANGUAGE
PROCESSING
NATURAL
LANGUAGE
GENERATION
NATURAL
LANGUAGE
PROCESSING
TEXT
CLASSIFICATION
TOKENIZATION
LEMMATISATION
LANGUAGE
DETECTION
PART OF SPEECH
TAGGING
DEPENDENCY
PARSING
NAMED ENTITY
RECOGNITION
Gur jbexref jrer birejbexrq The workers were overworked
The workers were overworked Les travailleurs étaient surchargés
The workers at the plant were overworked ???plant
RULE-BASED STATISTICAL
p(Ck|Fx) =
p(Ck)p(Fx|Ck)
p(Fx)
if contains(x) & has(y) then C
STATISTICAL
He‘s the king of Scotland
LOCATIONACTION JOB
PRONOUN VERB DETERMINER NOUN PREPOSITION PROPER NOUN
He ‘s the king of Scotland
subject
nominal modifier
clausal complement
determiner prepositional modifier
He be the king of Scotland
DATA ANONYMIZATION
In November 1991, the husband of Ms Marina Babic, of Serb ethnicity, was
abducted from his home. He was later found dead. In September 1999, Sisak
police began conducting interviews about Serb killings in this city from 1991 to
1995, including Mr Aleksandar Babic, the husband of Ms Marina Babic.
In DATE, the husband of Ms PERSON, of Serb ethnicity, was abducted from his
home. He was later found dead. In DATE, LOCATION police began conducting
interviews about Serb killings in this city from 1991 to 1995, including Mr
PERSON, the husband of Ms PERSON.
TEXT CLASSIFICATION
A B C
SENTIMENT ANALYSIS
LANGUAGE DETECTION
INTENT DETECTION
READABILITY ASSESSMENT
TWITTER SCRAPPER
@RecastAI github.com/RecastAI

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Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
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Chatbots paris meetup may 24 2016