Educational Cards

Learn from video content, text, and interactive tasks

Filters
Clear
SQLite from Python

You need a place to park scraped rows, experiment IDs, or homework grades without provisioning a...

Beginner Data Science Praktikum
1
XML data and ElementTree

New APIs often speak JSON, but many regulated corners of the world still ship XML : a bank's rate...

Intermediate Data Science Praktikum
2
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
requests, JSON APIs, and robust fetching

You write a small script to pull weather or census JSON and everything works until the Wi-Fi...

Beginner Data Science Praktikum
1
HTTP, URLs, and the query string (?…)

When you paste a link into the browser or call an API from Python, you are speaking HTTP : the...

Beginner Data Science Praktikum
1
CSV files and tabular I/O in Python

Most data still arrives as rows in a text file: someone exports a spreadsheet, a sensor dumps a...

Beginner Data Science Praktikum
1
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
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
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
Entangling blocks in feature maps

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

Advanced Quantum Machine Learning