Overview
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Discover how to leverage machine learning solutions without extensive expertise in this 45-minute EuroPython 2020 conference talk by Laurent PICARD. Explore the potential of ML, APIs, and AutoML in Python for rapid problem-solving. Learn to utilize existing ML models and create custom models using AutoML techniques. Participate in a live demo using your smartphone to experience practical applications. Gain insights into object detection, face recognition, text analysis, natural language processing, content classification, sentiment analysis, translation, speech processing, and Cloud AutoML. Understand key concepts like model precision and recall while discovering how to auto-generate custom models from your data.
Syllabus
Intro
What is machine learning?
Object detection
Face detection
Text detection
Natural Language API
Syntax analysis
Content classification
Sentiment analysis
Translation API
Speech timestamps
Text-to-Speech API
Which one is the original recording?
Cloud AutoML
Auto-generate a custom model from your data
Model precision
Model recall
Taught by
EuroPython Conference