Machine Learning Short Exam Notes – Quick and Easy Revision Guide
Ace your next exam with these concise machine learning notes covering fundamentals, real-world applications, and more. Perfect for quick revisions!
Machine Learning
Machine Learning Short Exam Notes
Unit 1. Introduction to Machine Learning 1.1 What is Machine Learning? Machine learning involves building mathematical models from sample data to make predictions or gain … Read more
Linearity vs non-linearity in Machine Learning ?
In machine learning, the concepts of linearity and non-linearity refer to the relationship between the input features of a dataset and the target variable you’re … Read more
Fundamentals of Neural Networks
Inspiration from the Brain: Building Blocks: Learning Process: Types of Neural Networks: Applications of Neural Networks: Neural networks are used in a wide range of … Read more
How are convolutional neural networks related to supervised learning ?
Convolutional Neural Networks (CNNs) are a specific type of neural network architecture that excels at working with data with a grid-like structure, most commonly images. … Read more
What is neural networks in Machine Learning ?
Neural networks are a specific type of machine learning model that falls under the category of deep learning. Here’s a breakdown of the relationship: Key … Read more
What is labelled and unlabelled data set in Machine Learning ?
In machine learning, labeled and unlabeled data are the two main categories used to train different types of machine learning models. They differ based on … Read more
What is data augmentation in machine learning ?
Data augmentation is a technique used to artificially increase the size and diversity of a training dataset for machine learning models. Imagine you’re training a … Read more
What are data distributions, and why are they important ?
Data distributions are the foundation for understanding and analyzing data in many fields. They describe how data points are spread out across a range of … Read more
What is data preprocessing in machine learning ?
Data preprocessing is a fundamental step in the machine learning pipeline. It’s the process of preparing raw data for use in machine learning algorithms. Imagine … Read more