AnalytIQ.co on Instagram: "Machine Learning fundamentals that matter in practice: • Start by clearly defining the prediction target • Choose regression or classification based on the outcome type • Train models on historical data and validate on unseen data • Evaluate performance using metrics aligned to the business problem Effective machine learning isn’t about using complex algorithms — it’s about clear problem framing, sound validation, and correct measurement. #MachineLearning #DataScience