Front
Regression
Back
A type of supervised learning used to predict continuous numerical values.
Predicting the temperature or stock market prices.
Public Deck
Machine Learning Fundamentals - 50 Key Concepts
Learn machine learning basics with 50 flashcards covering supervised/unsupervised learning, neural networks, and evaluation metrics.
AnyFlashcards50 cards
Preview
Front
Supervised Learning
Back
Learning from labeled training data to predict outcomes for unseen data.
Used for predicting house prices or identifying spam emails.
Front
Classification
Back
A type of supervised learning used to categorize data into discrete classes.
Sorting images into 'cat' or 'dog' categories.
Front
Labeled Data
Back
Data that consists of a set of training examples, each paired with an output label.
A dataset of emails marked as 'Spam' or 'Not Spam'.
Front
Linear Regression
Back
An algorithm that models the relationship between a dependent variable and one or more independent variables using a straight line.
Estimating sales based on advertising spend.
Front
Logistic Regression
Back
A classification algorithm used to estimate the probability of a binary outcome.
Determining if a loan applicant will default (Yes/No).
Front
Support Vector Machines (SVM)
Back
An algorithm that finds the hyperplane that best separates different classes in feature space.
Used in image recognition and text categorization.
Front
Decision Trees
Back
A flowchart-like structure used for classification and regression based on feature splits.
Deciding whether to play tennis based on weather conditions.
Front
Random Forest
Back
An ensemble learning method that constructs multiple decision trees and merges them for more accurate predictions.
Predicting customer churn in telecommunications.
Front
Gradient Boosting
Back
An ensemble technique that builds models sequentially, each correcting the errors of the previous one.
Winning Kaggle competitions and high-accuracy ranking systems.
+ 40 more cards
Related Flashcard Decks
Ready to study?
Sign up for free to copy this deck and start learning with spaced repetition.
Get started for free