Feature Engineering
Contents
Feature Engineering#
[Course]
Introduction#
[Video] - Course introduction - Mar 4, 2022
Introduction to Vertex AI Feature Store#
[Video] - Introduction - Mar 4, 2022
[Video] - Feature Store benefits - Mar 4, 2022
[Video] - Feature Store terminology and concepts - Mar 4, 2022
[Video] - The Feature Store data model - Mar 4, 2022
[Video] - Creating a Feature Store - Mar 4, 2022
[Video] - Serving features: Batch and online - Mar 4, 2022
[Video] - (Optional) Lab intro: Using Feature Store - Mar 4, 2022
[Video] - Getting Started with GCP and Qwiklabs - Dec 13, 2022
[Lab] - Using Feature Store
References:
vertex-ai-samples/notebooks/official/feature_store/sdk-feature-store.ipynb
vertex-ai-samples/notebooks/community/feature_store/gapic-feature-store.ipynb
fraudfinder/03_feature_engineering_streaming.ipynb
Raw Data to Features#
[Video] - Introduction - Mar 4, 2022
[Video] - Overview of feature engineering - Mar 4, 2022
[Video] - Raw data to features - Mar 4, 2022
[Video] - Good features versus bad features - Mar 4, 2022
[Video] - Features should be known at prediction-time - Mar 4, 2022
[Video] - Features should be numeric - Mar 4, 2022
[Video] - Features should have enough examples - Mar 4, 2022
[Video] - Bringing human insight - Mar 16, 2022
[Video] - Representing features - Mar 16, 2022
Feature Engineering#
[Video] - Introduction - Mar 4, 2022
[Video] - Machine learning versus statistics - Mar 4, 2022
[Video] - Basic feature engineering - Mar 4, 2022
[Video] - Lab intro: Performing Basic Feature Engineering in BigQuery ML - Mar 16, 2022
[Lab] - Performing Basic Feature Engineering in BQML
[Video] - Advanced feature engineering: Feature crosses - Mar 4, 2022
[Video] - Bucketize and Transform Functions - Mar 4, 2022
[Video] - (Optional) Lab intro: Advanced Feature Engineering BigQuery ML - Mar 4, 2022
[Lab] - Performing Advanced Feature Engineering in BQML
[Video] - Predict housing prices - Mar 4, 2022
[Video] - Estimate taxi fare - Mar 4, 2022
[Video] - Temporal and geolocation features - Mar 4, 2022
[Video] - Lab intro: Basic Feature Engineering in Keras - Mar 4, 2022
[Lab] - Performing Basic Feature Engineering in Keras
[Video] - Lab intro: Advanced Feature Engineering in Keras - Mar 16, 2022
[Lab] - Performing Advanced Feature Engineering in Keras
Preprocessing and Feature Creation#
[Video] - Introduction - Mar 4, 2022
[Video] - Apache Beam and Dataflow - Mar 4, 2022
[Video] - Dataflow terms and concepts - Mar 4, 2022
Feature Crosses - TensorFlow Playground#
[Video] - Introduction - Mar 4, 2022
[Video] - What is a feature cross - Mar 4, 2022
[Video] - Discretization - Mar 4, 2022
[Video] - Lab intro: TensorFlow Playground: Use feature crosses to create a good classifier - Mar 4, 2022
[Video] - Lab intro: TensorFlow Playground: Too much of a good thing - Mar 16, 2022
Introduction to TensorFlow Transform#
[Video] - Introducing TensorFlow Transform - Dec 8, 2021
[Video] - TensorFlow Transform - Mar 4, 2022
[Video] - Analyze phase - Mar 4, 2022
[Video] - Transform phase - Mar 4, 2022
[Video] - Supporting serving - Mar 4, 2022
[Video] - Lab Intro: Exploring tf.transform - Mar 4, 2022
[Lab] - Exploring tf.transform
Summary#
[Doc] - Summary
[Doc] - Resource: All quiz questions
[Doc] - Resource: All readings
[Doc] - Resource: All slides