Tag: BigML Analyst Certification I

Classification vs Regression: Choose the Right Target

8/23/2025

Understand the difference between classification and regression and how to pick metrics and models.

Evaluations: Metrics, Validation, and Error Analysis

8/23/2025

How to choose metrics, validate models, and run error analysis to improve ML performance.

Our First ML Model: Decision Tree from Scratch

8/23/2025

Hands-on: train a small decision tree, understand splits, and measure performance.

How to Train Models: From Problem to Production

8/23/2025

A practical guide that walks through the steps to train ML models reliably and repeatably.

ML Steps & High-Value Use Cases

8/23/2025

Map ML pipeline steps to common business use cases and priorities for impact.

Supervised Learning: Concepts, Patterns, and Pitfalls

8/23/2025

A practical guide to supervised learning, including common algorithms and how to avoid mistakes.

What's Machine Learning? A Practical Introduction

8/23/2025

An accessible, practical introduction to machine learning for analysts and engineers.