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Machine Learning Foundations for Product Managers Wk 6 - Capstone
We take everything we've learned in Machine Learning for Product Managers and apply them to a real-world scenario: Building a model to...
Jun 15, 20249 min read
Machine Learning Foundations for Product Managers Wk 6 - Deep Learning Module
Technical terms: Neural Networks Deep Neural Networks Deep Learning Perceptron Threshold Function Logistic Regression Activation Function...
Jun 4, 202411 min read
Machine Learning Foundations for Product Managers Wk 5 - Tree and Ensemble Models
Technical terms: Decision tree Splits Information Gain (IG) Node Leaf Depth Ensemble Model Aggregation function Bootstrap aggregating...
Mar 25, 20248 min read
Machine Learning Foundations for Product Managers Wk 4 - Linear Models
Technical terms: Parametric algorithm Non-parametric algorithms Linear Regression Simple linear regression Multiple linear regression...
Mar 14, 20249 min read
Machine Learning Foundations for Product Managers Wk 3 - Evaluating and Interpreting Models
Technical terms: Outcomes vs Outputs Mean Squared Error (MSE) Mean Absolute Error (MAE) Mean Absolute Percentage Error (MAPE) R-squared...
Mar 12, 202410 min read
Machine Learning Foundations for Product Managers Wk 2 - The Modeling Process
Technical terms covered: CRISP-DM process Features Parametric and Non-parametric Algorithms Datasets Training datasets Validation...
Mar 2, 20245 min read
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