Focused Most Probability Estimation (TMLE) helps you clarify patterns the place different strategies fall quick
Neural networks can spot patterns, correlations, and traits with beautiful accuracy. However in relation to answering ‘Why did this occur?’ they’re as clueless as a parrot mimicking human speech.
They’ll offer you predictions, positive — however strive asking them for a proof, and also you’ll be left watching a black field.
This limitation isn’t distinctive to neural networks. Correlation-based strategies like linear regression and even superior instruments like Propensity Rating Matching can not get to the core of causation-based traits in complicated information. That could be a downside when decision-makers (learn: your managers) demand actionable enterprise insights and never geeky stats that solely make nerds completely happy.
Susceptible to contradicting myself, right here’s a really geeky topic for you: Focused Most Probability Estimation (TMLE). The factor is, TMLE is the very best of each worlds. It allows you to mess around with numbers as a lot as your nerdy mind needs, however it additionally makes your managers completely happy by producing enterprise insights.
Basically, you get the rigor of causal inference plus the flexibleness of machine studying, This…