Machine learning

Decision Trees: Random Subspaces

Decision Tree Learning

Boosting

Qiskit Falll Fest CIC-IPN Mexico 2022- Clasificación Mediante Técnicas de QML

Qiskit Fall Fest CIC-IPN Mexico 2022 - Classification Using QML Techniques

Soft Boundary Classification

Non Linear Preprocessing for Support Vector Machines

Logistic Regression Revisited

Log Likelihood For Classifiers

Introduction to Support Vector Machines

Example: Support Vector Regression

Example Support Vector Machines for Classification

Building Robust Machine-Learned Models via Cross-Validation

#041 ML Сакина Зейналова. Химия, яды, ML и конус географический

#041 ML Sakina Zeynalova. Chemistry, poisons, ML and the geographical cone

#040 ML Александр Дончук. Про стартапы, бизнес и ML в промышленности

#040 ML Alexander Donchuk. About startups, business and ML in industry

The Overfitting Problem

Regularization

Hyper Parameter Selection

Holistic Approach to Cross Validation

Example: Using Regularization in the Brain-Machine Interface Problem

Example: Regularization

Example: Grid Search

Comparing Model Types

J'ai gagné 150 HEURES avec cet assistant personnel

I saved 150 HOURS with this personal assistant

Utility and Limits of Linear Regression

Regression

Multi Regression

Limits of the Normal Equation

Example: Training Sensitivity with Regression

Example: Predicting Arm Motion

Sequential Drift Detection

Logistic Regression

Introduction to Classifiers

Example: First Movement Behavior Classifier

Example: Computing Classifier Metrics

Example: Classes in the Infant Kinematic Data

Cross Validation

Classifier Performance Measures

Representing Data for Classifiers

Pipeline Class Example: Computing Derivatives

Multi-class Classification