Screening Results

These results use only the attempts saved in this browser. Skills you have not tested remain unmeasured.

Secure means every assigned question is solved and at least one directly tests the skill. Missing means every assigned question was attempted with no clear approach. Shaky covers partial, mixed, incomplete, or indirect evidence.

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Mathematics

Linear Algebra

Practice
matrix operations1 question
Unmeasured0 of 1
linear systems1 question
Unmeasured0 of 1
row reduction1 question
Unmeasured0 of 1
rank1 question
Unmeasured0 of 1
subspaces1 question
Unmeasured0 of 1
rank nullity1 question
Unmeasured0 of 1
linear independence1 question
Unmeasured0 of 1
basis dimension1 question
Unmeasured0 of 1
inverse1 question
Unmeasured0 of 1
determinant1 question
Unmeasured0 of 1
trace1 question
Unmeasured0 of 1
change of basis1 question
Unmeasured0 of 1
orthogonality1 question
Unmeasured0 of 1
projection1 question
Unmeasured0 of 1
least squares1 question
Unmeasured0 of 1
qr1 question
Unmeasured0 of 1
eigenvalues1 question
Unmeasured0 of 1
eigenvectors1 question
Unmeasured0 of 1
diagonalization1 question
Unmeasured0 of 1
symmetric matrices1 question
Unmeasured0 of 1
quadratic forms1 question
Unmeasured0 of 1
positive definite semidefinite1 question
Unmeasured0 of 1
svd1 question
Unmeasured0 of 1
low rank approximation1 question
Unmeasured0 of 1
pca via svd1 question
Unmeasured0 of 1
matrix norms1 question
Unmeasured0 of 1

Calculus

Practice
limits1 question
Unmeasured0 of 1
continuity1 question
Unmeasured0 of 1
single variable differentiation1 question
Unmeasured0 of 1
single variable integration1 question
Unmeasured0 of 1
partial derivatives1 question
Unmeasured0 of 1
gradient1 question
Unmeasured0 of 1
directional derivative1 question
Unmeasured0 of 1
jacobian1 question
Unmeasured0 of 1
multivariable chain rule1 question
Unmeasured0 of 1
taylor approximation1 question
Unmeasured0 of 1
hessian1 question
Unmeasured0 of 1
calculus stationary points1 question
Unmeasured0 of 1
unconstrained optimization1 question
Unmeasured0 of 1
calculus convexity1 question
Unmeasured0 of 1
constrained optimization1 question
Unmeasured0 of 1
implicit differentiation1 question
Unmeasured0 of 1
matrix calculus1 question
Unmeasured0 of 1

Probability

Practice
counting1 question
Unmeasured0 of 1
event algebra1 question
Unmeasured0 of 1
inclusion exclusion1 question
Unmeasured0 of 1
conditional probability1 question
Unmeasured0 of 1
total probability1 question
Unmeasured0 of 1
bayes rule1 question
Unmeasured0 of 1
probabilistic independence1 question
Unmeasured0 of 1
discrete random variables1 question
Unmeasured0 of 1
pmf1 question
Unmeasured0 of 1
cdf1 question
Unmeasured0 of 1
continuous random variables1 question
Unmeasured0 of 1
pdf1 question
Unmeasured0 of 1
named distributions2 questions
Unmeasured0 of 2
transformations2 questions
Unmeasured0 of 2
joint distributions1 question
Unmeasured0 of 1
marginal distributions1 question
Unmeasured0 of 1
conditional distributions1 question
Unmeasured0 of 1
expectation1 question
Unmeasured0 of 1
variance1 question
Unmeasured0 of 1
covariance2 questions
Unmeasured0 of 2
correlation1 question
Unmeasured0 of 1
conditional expectation1 question
Unmeasured0 of 1
law total expectation1 question
Unmeasured0 of 1
law total variance1 question
Unmeasured0 of 1
sums of random variables1 question
Unmeasured0 of 1
law of large numbers1 question
Unmeasured0 of 1
central limit theorem1 question
Unmeasured0 of 1
multivariate gaussian1 question
Unmeasured0 of 1

Statistics

Practice
samples1 question
Unmeasured0 of 1
sample statistics1 question
Unmeasured0 of 1
sampling distributions1 question
Unmeasured0 of 1
estimator bias1 question
Unmeasured0 of 1
estimator variance1 question
Unmeasured0 of 1
mean squared error1 question
Unmeasured0 of 1
consistency1 question
Unmeasured0 of 1
standard error1 question
Unmeasured0 of 1
likelihood1 question
Unmeasured0 of 1
maximum likelihood1 question
Unmeasured0 of 1
map1 question
Unmeasured0 of 1
method of moments1 question
Unmeasured0 of 1
bayesian updating1 question
Unmeasured0 of 1
confidence intervals1 question
Unmeasured0 of 1
null alternative1 question
Unmeasured0 of 1
type i error1 question
Unmeasured0 of 1
type ii error1 question
Unmeasured0 of 1
statistical power1 question
Unmeasured0 of 1
p values1 question
Unmeasured0 of 1
critical regions1 question
Unmeasured0 of 1
goodness of fit1 question
Unmeasured0 of 1
chi square1 question
Unmeasured0 of 1
simple linear regression1 question
Unmeasured0 of 1

Programming

Python

Practice
python syntax2 questions
Unmeasured0 of 2
functions2 questions
Unmeasured0 of 2
python sequence semantics2 questions
Unmeasured0 of 2
mutability3 questions
Unmeasured0 of 3
aliasing3 questions
Unmeasured0 of 3
shallow copy1 question
Unmeasured0 of 1
complexity1 question
Unmeasured0 of 1
classes1 question
Unmeasured0 of 1
value equality2 questions
Unmeasured0 of 2

Control Flow

Practice
conditionals3 questions
Unmeasured0 of 3
loops3 questions
Unmeasured0 of 3
strings3 questions
Unmeasured0 of 3

Data Structures

Practice
sequence data structures3 questions
Unmeasured0 of 3
dictionaries3 questions
Unmeasured0 of 3
sets2 questions
Unmeasured0 of 2
stack3 questions
Unmeasured0 of 3
queue2 questions
Unmeasured0 of 2
heap2 questions
Unmeasured0 of 2
hash map2 questions
Unmeasured0 of 2
binary search1 question
Unmeasured0 of 1
dfs1 question
Unmeasured0 of 1
bfs1 question
Unmeasured0 of 1

Recursion

Practice
base case3 questions
Unmeasured0 of 3
recursive trace1 question
Unmeasured0 of 1
recursive implementation2 questions
Unmeasured0 of 2

Machine Learning

Regression

Practice
linear regression3 questions
Unmeasured0 of 3
squared loss2 questions
Unmeasured0 of 2
normal equations2 questions
Unmeasured0 of 2
regression gradient1 question
Unmeasured0 of 1
regression regularization1 question
Unmeasured0 of 1

Classification

Practice
logistic regression1 question
Unmeasured0 of 1
cross entropy2 questions
Unmeasured0 of 2
decision boundary1 question
Unmeasured0 of 1
classification thresholds2 questions
Unmeasured0 of 2
confusion matrix1 question
Unmeasured0 of 1
accuracy1 question
Unmeasured0 of 1
precision recall1 question
Unmeasured0 of 1

Gradient Descent

Practice
gradient update3 questions
Unmeasured0 of 3
learning rate2 questions
Unmeasured0 of 2
convergence1 question
Unmeasured0 of 1
sgd1 question
Unmeasured0 of 1

Optimization

Practice
objective functions3 questions
Unmeasured0 of 3
optimization stationary points2 questions
Unmeasured0 of 2
optimization convexity2 questions
Unmeasured0 of 2
optimization regularization2 questions
Unmeasured0 of 2
optimization diagnostics1 question
Unmeasured0 of 1

Neural Networks

Practice
forward pass2 questions
Unmeasured0 of 2
activations2 questions
Unmeasured0 of 2
neural network chain rule2 questions
Unmeasured0 of 2
backpropagation2 questions
Unmeasured0 of 2
neural network losses2 questions
Unmeasured0 of 2
dense network parameter count1 question
Unmeasured0 of 1

Convolution

Practice
convolution operation1 question
Unmeasured0 of 1
output shape2 questions
Unmeasured0 of 2
padding1 question
Unmeasured0 of 1
stride1 question
Unmeasured0 of 1
convolution parameter count1 question
Unmeasured0 of 1
pooling2 questions
Unmeasured0 of 2
receptive field1 question
Unmeasured0 of 1

Dimensionality Reduction

Practice
pca objective1 question
Unmeasured0 of 1
centering1 question
Unmeasured0 of 1
covariance eigendecomposition3 questions
Unmeasured0 of 3
pca via svd1 question
Unmeasured0 of 1
explained variance3 questions
Unmeasured0 of 3

Unsupervised Learning

Practice
k means2 questions
Unmeasured0 of 2
clustering objective2 questions
Unmeasured0 of 2
gaussian mixtures1 question
Unmeasured0 of 1
expectation maximization1 question
Unmeasured0 of 1

Theory

Practice
bias variance2 questions
Unmeasured0 of 2
generalization3 questions
Unmeasured0 of 3
overfitting1 question
Unmeasured0 of 1
train validation test2 questions
Unmeasured0 of 2
model complexity1 question
Unmeasured0 of 1