Active learning can enable machine learning systems to: 1) Adapt to changing conditions 2) Learn from fewer labels 3) Keep a human-in-the-loop for most difficult examples 4) Achieve higher performance. AL has been around for decades, 2023 might finally be the takeoff year.

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