Hands-On Tutorials

Step-by-Step Interactive Guides Covering Linux, DevOps, Programming in Python/C/C++/Go, Data Science, Web Development, Hadoop, and More.

See What Random Assignment Can Change

See What Random Assignment Can Change

Keep one outcome per visitor and both group sizes fixed while exploring real reproducible reassignments and plotting their observed differences.
Python
Report the Evidence Without Choosing a Winner by Habit

Report the Evidence Without Choosing a Winner by Habit

Enumerate the fixed signup experiment's allocation distribution, calculate a defined exact two-sided p value and report evidence without assuming a winner.
Python
Define One Outcome per Assigned Visitor

Define One Outcome per Assigned Visitor

Build one binary signup outcome per assigned visitor, preserve people without events and compare seven-day signup rates by stable identity.
Python
Show What the Server Actually Accepted

Show What the Server Actually Accepted

Build a truthful asynchronous signup request with pending state, server validation, full-session feedback and safe retry.
JavaScriptHTML
Make the Form Usable on a Small Screen

Make the Form Usable on a Small Screen

Build visible labels, native and conditional constraints, responsive form styling and keyboard focus around a real local signup.
HTMLJavaScriptCSS
Read a Photo Catalog Through HTTP

Read a Photo Catalog Through HTTP

Request a real local HTTP photo API and export a filtered page sample as CSV.
Python
Follow Every Catalog Page

Follow Every Catalog Page

Follow every opaque catalog cursor and publish complete CSV exports safely.
Python
Restore Search Through Browser Navigation

Restore Search Through Browser Navigation

Distinguish a new search from URL restoration so sharing, refreshing and real browser Back and Forward reproduce complete event views.
JavaScript
Make the URL Describe Search Results

Make the URL Describe Search Results

Filter and order a local events journal, normalize its page state, and make real URLs reproduce the same visible results.
JavaScript
Define What Is Known Before the Event

Define What Is Known Before the Event

Build a median attendance baseline, separate earlier training workshops from later evaluation events and learn missing-value means only from training rows.
Python
Compare a Small Model with the Baseline

Compare a Small Model with the Baseline

Fit a short leakage-aware regression Pipeline, compare continuous holdout errors with an early-median baseline and deliver truthful plots and unlabeled future forecasts.
Python
Keep Answers Correct When Choices Move

Keep Answers Correct When Choices Move

Build quiz rules that keep answer identities correct when random choices move.
PythonLinux
Turn Mistakes into a Practice Round

Turn Mistakes into a Practice Round

Save stable quiz answers and independently practice only this round's mistakes.
Python
Make One Template Work for Every Guest

Make One Template Work for Every Guest

Generate complete HTML invitation batches from CSV guests, JSON events and a prepared template while preserving special characters and earlier work.
Python
Build a Real Photo Gallery Grid

Build a Real Photo Gallery Grid

Build a responsive photo exhibition with real local images, stable photo identities and visible keyboard focus.
HTMLJavaScriptCSS
Turn Candidates into Duplicate Groups

Turn Candidates into Duplicate Groups

Confirm candidate fingerprints with real bytes and report every duplicate path.
Java
Read Real Bytes and Keep Paths

Read Real Bytes and Keep Paths

Read binary files safely and save every path with its size and SHA-256 fingerprint.
Java
Give Shipping Rules the Same Interface

Give Shipping Rules the Same Interface

Implement flat and stepped Java shipping rules with explicit eligibility and integer prices.
Java
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