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Notes

Technical notes rendered from Jupyter notebooks — code executes, plots render.

SEng 457 Portfolio Project

quantum
course work
pennylane
Some personal reflections on the SEng 457 course
Mar 8, 2026
17 min

Research Notes

quantum
data-mining
machine-learning
Running notes on quantum computing, algorithms, data mining, and machine learning.
Jan 1, 2026
2 min

Variational Quantum Circuits

quantum-ml
vqa
pennylane
An introduction to parameterized quantum circuits, the parameter-shift rule, and barren plateaus — with working code examples.
Mar 1, 2024
1 min

Gradient Descent on Loss Landscapes

optimization
ml-theory
Visualizing how optimizer trajectories behave on non-convex loss surfaces — saddle points, local minima, and escape dynamics.
Feb 15, 2024
1 min
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Notes by Zak Toews

 
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