AI and ML foundations
Understand AI, machine learning, deep learning, features, and targets.
Official MLIR book · AI foundations
Mastering Artificial Intelligence
A complete guide to artificial intelligence, from core concepts to modern machine learning, algorithms, and hands-on Python practice.
$4.99 one-time payment · lifetime access
Official productMachine Learning Indonesia Research
Concepts and practiceTheory, algorithms, and Python
Lab accessVisual classification experiments
Lifetime accessStored in your account
From foundations to models you can test.
The material moves from terminology and data to algorithms, evaluation, neural networks, and implementation.
How models learn
Read training, loss, weights, optimization, and learning paradigms.
Classification algorithms
Explore KNN, logistic regression, SVM, decision trees, and random forests.
Neural networks
Connect layers, neurons, activations, and backpropagation.
Model evaluation
Use confusion matrices, accuracy, precision, recall, and F1-score.
Python practice
Turn concepts into runnable experiments and practical workflows.
Supporting classification labs
- 01KNN and decision boundaries.
- 02Logistic regression and probabilities.
- 03SVM margins and support vectors.
- 04Decision trees and random forests.
- 05Confusion matrix metrics.
Related guides
Common questions
Is it suitable for beginners?
Yes. It starts with the core workflow before introducing algorithms and implementation.
How is lab access activated?
After payment, the book and related labs appear on your account page.
Is this a subscription?
No. It is a one-time purchase with lifetime access.
Read, visualize, and experiment.
- 01Read the concept and worked example.
- 02Use a visual article to build intuition.
- 03Change parameters in an interactive lab.
- 04Compare results and evaluate the model.
Build a clear foundation in AI.
Get the book and supporting labs with lifetime access.