About This Site
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Visitors may pet the cat (?
pets so far).
Featured Projects
\[ \begin{array}{c} \displaystyle (x,t) \overset{iid}{\sim} P_{data}\
unkn.\\[5px] \displaystyle \min_\vartheta\ \mathbb{E}\Big[
\mathcal{L}(f(x;\vartheta),\, t) \Big] \end{array} \]
MATH, JS, PY
Neural Networks From Scratch
A rigorous and from zero derivation of neural networks. Includes a
trained on handwritten digits!
➣ keywords: activation function, n-layer perceptron, forward-pass
equation, loss function, training problem, stochastic gradient
descent, backpropagation, learning rate, AdamW optimizer, parameter
regulation
\[ \begin{array}{c} \displaystyle \hat{\phi}_\nu := \frac{1}{\nu} \sum_{j \leq
\nu} I\big\{Y^{(j)} \in B\big\}\\[5px] \displaystyle \hat{\phi}_\nu \overset{\nu \,\to\, \infty}{\longrightarrow}
P\big(R \in lA\big) \end{array} \]
MATH, JS
Turnip Market Price Prediction
A rigorous reverse-engineered price pattern prediction. Has a fully realized and
under tools!
➣ keywords: Bayes theorem, law of total probability, markov chain,
limit distribution, phase decomposition, abstract class, measure theory,
dependent RV, Riemann sum, PDF transformation theorem, Monte Carlo estimation,
recursive convolution, Fourier transform, worker pool