My (Chiffon) Nguyen
Search
Search
Dark mode
Light mode
Explorer
Areas
Diversity, equity, inclusion and access
Personal
I am privileged
list 100
Professional
Minerva global rotation
problems I want to contribute to in my life
teaching & educational activities
Databases
Cheatsheets
SSH Keys
Courses
Machine Learning Specialization
Minerva AH164 Political Philosophy
Minerva CS111 Single and Multivariable Calculus
Minerva CS113 Linear Algebra
Minerva CS156 Machine Learning
Minerva CS164 Optimization Methods
Projects
lifelong learning (continual learning)
Resources
AI
Deep Learning
activation function
artificial neural network
convolutional neural network
neuron
rectified linear unit ReLU
Pre-Processing
data augmentation
data synthesis
Reinforcement Learning
reinforcement learning
Supervised Learning
adaptive boosting
Area under ROC curve AUC
binomial logistic regression
boosting
bootstrap aggregation bagging
classification metric
confusion matrix
decision tree (ML)
ensemble method
error analysis
extreme gradient boosting XGBoost
F-beta
fine tuning
gradient boosting
learning curves
mean squared error
mini-batch gradient descent
multiple regression
Polynomial Regression
precision
Random Forest
regression
regularization
ROC curve
sensitivity
softmax
softmax regression
supervised pre-training
transfer learning
Theory
Bias-Variance
cost function
learning algorithm
loss function
machine learning
machine learning development process
overfitting
precision-recall trade off
underfitting
Unsupervised Learning
anomaly detection
clustering
collaborative filtering
content-based filtering
k-means clustering
neighborhood-based collaborative filtering
recommender system
unsupervised learning
AI Terminology to kickstart AI Ethics conversations
Math
Algebra
composite function
contour map
elementary function
endpoint
equation
function
level curves
multivariate function
plane
sigmoid function
variable
Calculus
antiderivative
approximation
asymptote
average rate
chain rule (calculus)
constrained optimization
continuity
critical point
definite integral
derivative
differentiable
differential equation
differentiation
directional derivative
double integral
extreme value theorem
feasible region
finite difference approximations for derivative
global extremum
gradient
Hessian matrix
improper integral
local minimum
mean value theorem
ordinary differential equation
partial derivative
positive definite
quadratic approximation
related rates
Riemann sum
second partial derivative test
slope field
Taylor polynomial
Taylor series
Geometry
convex polyhedron
half space
Linear Algebra
augmented matrix
column space
convolution
determinant
dot product
eigenstuff
eigenvalue
eigenvector
geometric vector
inverse matrix
linear combination
linear system
linearly dependent
matrix congruence
singular
span
square matrix
subspace
the Spectral Theorem
transpose
vector
vector space
Optimization
backtracking line search
bisection method
branch and bound method
convex optimization
descent method
gradient descent
inexact line search
Lagrange multipliers
line search
linear programming
slack variable
step size
Sylvester's criterion
symmetric block matrix
Wolfe conditions for line search
Prob & Stats
analysis of covariance
analysis of variance
assignment mechanism
average treatment effect
average treatment effect for the treatment group
average treatment effect for the untreated group
Bayes Theorem (general)
Bayes' Theorem
Bayes' Theorem (odds)
bayesian
Bayesian inference
bayesian model metrics
Bayesian model selection
expectation of functions of random variable (LOTUS)
Laplace approximation
sample space
Philosophy
Abizadeh (2012) Nationalism, Democracy, and the Boundary Problem
epistemic justice
Home
❯
tags
❯
AI
❯
Tag: AI/ML
Tag: AI/ML
51 items with this tag.
Feb 25, 2025
gradient descent
algorithms
optimization
AI/ML/supervised
Minerva/CS164
Feb 25, 2025
convolution
AI/ML/DL
Feb 25, 2025
sigmoid function
AI/ML/classification
Feb 25, 2025
k-means clustering
AI/ML/unsupervised
algorithms
Feb 25, 2025
neighborhood-based collaborative filtering
AI/ML/unsupervised
Feb 25, 2025
recommender system
AI/ML/unsupervised
AI/ML/supervised
Feb 25, 2025
unsupervised learning
AI/ML
Feb 25, 2025
cost function
AI/ML
Feb 25, 2025
learning algorithm
AI/ML
Feb 25, 2025
loss function
AI/ML
Feb 25, 2025
machine learning
AI/ML
Feb 25, 2025
precision-recall trade off
AI/metrics
AI/ML/classification
Feb 25, 2025
anomaly detection
AI/ML/unsupervised
algorithms
Feb 25, 2025
clustering
AI/ML/unsupervised
Feb 25, 2025
collaborative filtering
AI/ML/unsupervised
Feb 25, 2025
content-based filtering
AI/ML/supervised
Feb 25, 2025
regression
AI/ML/regression
Feb 25, 2025
regularization
AI/ML/supervised
Minerva/CS156
Feb 25, 2025
sensitivity
AI/ML/classification
AI/metrics
Feb 25, 2025
softmax regression
AI/ML/classification
Minerva/CS156
Feb 25, 2025
softmax
AI/ML/classification
AI/ML/DL
AI/ML/supervised
Feb 25, 2025
supervised pre-training
AI/ML/supervised
Feb 25, 2025
bootstrap aggregation bagging
algorithms
AI/ML/regression
AI/ML/classification
Feb 25, 2025
binomial logistic regression
AI/ML/classification
Minerva/CS156
Feb 25, 2025
boosting
AI/ML/supervised
AI/ML/classification
AI/ML/regression
algorithms
Feb 25, 2025
classification metric
AI/metrics
AI/ML/classification
Feb 25, 2025
confusion matrix
AI/metrics
AI/ML/classification
Feb 25, 2025
decision tree (ML)
AI/ML/classification
AI/ML/regression
AI/ML/supervised
Minerva/CS156
Feb 25, 2025
ensemble method
AI/ML/regression
AI/ML/classification
AI/ML/supervised
Feb 25, 2025
error analysis
AI/ML
Feb 25, 2025
extreme gradient boosting XGBoost
AI/ML/supervised
Feb 25, 2025
gradient boosting
algorithms
optimization
AI/ML/regression
AI/ML/classification
AI/ML/supervised
Feb 25, 2025
learning curves
AI/ML
Feb 25, 2025
mean squared error
AI/ML/regression
Feb 25, 2025
multiple regression
AI/ML/regression
Feb 25, 2025
precision
AI/ML/classification
AI/metrics
Feb 25, 2025
ROC curve
AI/metrics
AI/ML/classification
Feb 25, 2025
reinforcement learning
AI/ML
Feb 25, 2025
F-beta
AI/ML/classification
AI/metrics
Feb 25, 2025
Polynomial Regression
algorithms
AI/ML/regression
Minerva/CS156
Feb 25, 2025
Random Forest
optimization
AI/ML/classification
AI/ML/regression
AI/ML/supervised
Feb 25, 2025
adaptive boosting
algorithms
optimization
AI/ML/regression
AI/ML/classification
Feb 25, 2025
data augmentation
Minerva/CS156
AI/ML
Feb 25, 2025
data synthesis
AI/ML
Feb 25, 2025
activation function
AI/ML/DL
Minerva/CS156
Feb 25, 2025
artificial neural network
AI/ML/DL
NLP
Feb 25, 2025
convolutional neural network
AI/ML/DL
Feb 25, 2025
neuron
AI/ML/DL
Minerva/CS156
Feb 25, 2025
rectified linear unit ReLU
AI/ML/regression
AI/ML/classification
AI/ML/DL
Minerva/CS156
Feb 25, 2025
Machine Learning Specialization
AI/ML
Feb 25, 2025
Minerva CS156 Machine Learning
Minerva/CS156
AI/ML