Is the Machine Learning Associate certificate verifiable?

Yes. Every issued Hootix Academy certificate carries a unique credential code that anyone can verify online.

How is the Machine Learning Associate exam structured?

It is a 75-minute proctored multiple-choice exam of 53 questions; you need 70% to pass.

Do I need to buy the course to take the exam?

You can purchase the certification exam on its own, or bundle it with the full study course at a reduced price.

How long does the Machine Learning Associate course take?

About 20 hours of self-paced study.

Machine Learning Associate Certification

The hands-on core of classical machine learning — algorithms, evaluation, and judgement

Key facts

Level: Associate
Field: Artificial Intelligence & LLMs
Estimated study time: about 20 hours
Credential price: $79
Exam: 53 questions · 75 minutes · pass mark 70%

About the Machine Learning Associate certification

An associate-level certification that takes you from a conceptual understanding of AI into the working toolkit of a practising machine-learning engineer. You will master the major supervised algorithms — linear and logistic regression, decision trees, random forests, gradient boosting (XGBoost), k-nearest neighbours, support vector machines, and naive Bayes — and the unsupervised workhorses of k-means, hierarchical clustering, and PCA. Just as importantly, you will build the judgement that separates a model that demos well from one that survives production: reading the bias–variance tradeoff, diagnosing overfitting and applying L1/L2 regularization, designing honest train/validation/test splits and cross-validation, choosing the right evaluation metric (accuracy, precision, recall, F1, ROC-AUC, RMSE, MAE), engineering and scaling features, tuning gradient descent, handling class imbalance, and spotting data leakage before it wrecks your results. The certification is built around real scenarios and trade-offs, not rote recall, and prepares you for any deeper, model-specific AI certification.

What you will learn

The official Machine Learning Associate study course covers:

The ML Workflow & Learning Paradigms — The end-to-end machine-learning workflow and the supervised vs unsupervised divide that frames every project.
Supervised Algorithms — Linear and logistic regression, decision trees, ensembles (random forests, gradient boosting), kNN, SVM, and naive Bayes.
Unsupervised Learning & Dimensionality Reduction — Clustering with k-means and hierarchical methods, plus dimensionality reduction with PCA.
Bias, Variance, and Regularization — The bias–variance tradeoff, diagnosing overfitting and underfitting, and taming complexity with L1/L2 regularization and cross-validation.
Evaluation Metrics & Real-World Pitfalls — Choosing the right metric — accuracy, precision, recall, F1, ROC-AUC, RMSE/MAE — and avoiding class imbalance and data leakage traps.

Prerequisites

AI Foundations

Frequently asked questions

Is the Machine Learning Associate certificate verifiable?: Yes. Every issued Hootix Academy certificate carries a unique credential code that anyone can verify online.
How is the Machine Learning Associate exam structured?: It is a 75-minute proctored multiple-choice exam of 53 questions; you need 70% to pass.
Do I need to buy the course to take the exam?: You can purchase the certification exam on its own, or bundle it with the full study course at a reduced price.
How long does the Machine Learning Associate course take?: About 20 hours of self-paced study.