Fink VRA - Research Notes

Important

These are my personnal research notes for project that is under development. Feel free to loiter.

Overview

• Speed Dial
  • 🌊 ML Flow
  • 🪐 Jupyter Notebook
    • 🔗
• Introduction
  • 🏁 Motivations
  • 🎓 Active Learning
    • Uncertainty sampling
    • Entropy
  • 🌳 Histogram Based Gradient Boosted Decision Trees
• Workflows and pipelines
  • 🔌 Plugging into the stream
    • 📻 Listening
    • 🕵 Sherlock
    • 🗃️ Alert Data
  • 🎓 Training the models
    • 🌊 ML Flow
    • 🏁 Initialising the active learning loop
    • 🏃 Running subsequent loops
    • Labelling data

Active Learning

• AL with static ATLAS data
• Fink stream prototypes
  • The features
  • The “first” AL loop

Docs

• finkvra