Nonlinear SVM and Kernels

Nonlinear SVM and Kernels #

Kernels allow inner products in high-dimensional feature spaces without explicit mapping.

Home | Dimensionality reduction and PCA

AI Learning Resources

January 3, 2026

AI Learning Resources #

A curated list of high-quality online courses to learn Artificial Intelligence, Machine Learning, and Deep Learning from reputable universities and organisations.

Recommended Books & References #

Deep Neural Networks (DNN) #

• Deep Learning. MIT Press.
  Goodfellow, I., Bengio, Y., & Courville, A. (2016). (Vol. 1, No. 2).

• Introduction to Deep Learning. MIT Press.
  Eugene, C. (2019).

• Deep Learning with Python. Simon & Schuster.
  Chollet, F. (2021).

ML Pipeline

April 21, 2026

Machine Learning Pipeline: Preprocessing & Models #

This page explains both data preprocessing and model development concepts in a clear, structured way to support understanding.

A complete ML pipeline includes preprocessing, feature engineering, feature selection, and model training.

1. Data Preprocessing Overview #

Raw data is often:

• Noisy
• Incomplete
• Inconsistent

Preprocessing ensures data is suitable for machine learning.

2. Missing Values #

Why they occur

• Sensor errors
• Data collection issues

Methods