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HTML pages as messy data sources

Sometimes the only "API" is a website built for eyes, not for your dataframe: tables repeat for...

Beginner Data Science Praktikum
1
Amplitudes, tensor products, and phase-only gates

Tensor products multiply single-qubit amplitudes when the state stays separable; that is how you...

Advanced Quantum Machine Learning
1
Encoding classical data into quantum states

Classical vectors become quantum states through deliberate encoding choices: basis labels for...

Intermediate Quantum Machine Learning
Kernels, baselines, and re-uploading

Kernel methods live on similarities, so honest evaluation compares quantum kernels to strong...

Advanced Quantum Machine Learning
Kernel estimation in QML workflows

Once a feature map is fixed, the kernel is an operational quantity: overlaps, fidelities, and shot...

Advanced Quantum Machine Learning
Entangling blocks in feature maps

Product encodings keep qubits nearly independent; entangling layers mix them so similarity can...

Advanced Quantum Machine Learning
Overlap, fidelity, and simple feature-map kernels

Kernel entries are overlaps squared—probabilities if you measure the right basis. For analytic...

Advanced Quantum Machine Learning
1
Route Optimization I: Domain Modeling, Constraints, and Local vs Global Decisions

Case setup: A route from Winterthur to Kreuzlingen is split into legs. Each leg has several...

Intermediate Combinatorial Optimisation
2
Damage Regression I: Data Ingestion, Cleaning, and Vocabulary Mapping

Case setup: City-report platforms receive free-text damage descriptions with noisy punctuation and...

Intermediate Damage Regression
2
Feature Subset Optimization II: Heuristics, Baselines, and Validation Discipline

When exhaustive search is too expensive, a common practical approach is greedy forward selection....

Advanced Combinatorial Search in DS
1
Feature Subset Optimization I: Search Space Modeling and Feasibility Checks

Case setup: A classifier has n candidate features. Each feature can be included or excluded, so the...

Intermediate Combinatorial Search in DS
1
Playing Cards with OOP: Card and Deck

Problem setup: Build a reusable model of a standard card deck for simulation and probability tasks....

Beginner Python OOP Inheritance
2