Real-life Application of Serverless ML - Programmers in Padua

Eventi
1
  • Cosa: Incontro
  • Quando: 24 aprile 2018 19:00 – 23:00
  • Dove:
    TalentLab
    15 Via Monselice
    35142 Padova
  • Costo: Gratis, con registrazione

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Mostra i risultati
  • What machine learning is and what is not
    — The buzzword of today that you won’t hear anymore in 5 years
    — The principle of “garbage in, garbage out”
  • ML Pipeline — 730 Document recognition case study
    — Why we did choose ML instead of a template-based approach
    — Failure story with a not-ML solutions
    VISUAL RECOGNITION USING TENSORFLOW
    — (very) Brief intro of TensorFlow
    — What is Inception V3 Model?
    — What is a Convolutional Neural Network?
    — How to retrain Inception Model using your own Custom Dataset
    TEXTUAL RECOGNITION USING AWS MACHINELEARNING
    — Brief intro on supervised Machine Learning methods & AWS Machine Learning
    — How to create a dataset
    — Create a datasource & Train a Model USING
  • Serverless Architecture
    WHAT IS IT AND WHY WE CHOSE TO BE SERVERLESS?
    INTRODUCTION ON CLOUD COMPONENTS
    — AWS API Gateway (route all requests without any backend)
    — AWS Lambda (Faas)
    — AWS ECS (dockerized application)
    SERVERVERLESS IS NOT STATELESS
    — some notes on costs & limits of AWS offers for these services
    *DEMO
    GOOGLE AUTOML VS. QUOKKY ML