Data Science & Big Data Analytics - Interactive Simulations

ITec4121 • Module 12 AI • Wolkite University • Online-First. Fourteen self-contained HTML labs.

14 simulationsUnits U1.1 – U5.2 No server neededCanvas + vanilla JS
Menus & links below manage all 14 labs.
Sim 01U1.1

Big Data: the 3 Vs

Scenario sliders for volume, velocity and variety, a composite verdict meter, and a reshuffling 10-item quiz.

Open simulation
Sim 02U2.1

Analytics Lifecycle

Six phases, roles, a phase-by-phase walk-through, deliverable mapping and a matching self-test.

Open simulation
Sim 03U3.3

Measurement Levels

Classify up to 24 variables as nominal, ordinal, interval or ratio with instant feedback and scoring.

Open simulation
Sim 04U3.3

Z-Score & Normal Curve

Mean/sigma and X entry, area between two z-values, two-sided tails, and the 68–95–99.7 rule.

Open simulation
Sim 05U3.4

Hypothesis Testing

Type I/II errors and power via a fire-alarm analogy with alpha, effect and sample-size sliders.

Open simulation
Sim 06U4.1

Association Rules

Support, confidence and lift over 20 YoursMart baskets with adjustable thresholds and top-K rule ranking.

Open simulation
Sim 07U4.2

K-Means Clustering

Clusters with k = 2–6, three centroid initialisations, point sets and a WCSS-by-iteration chart.

Open simulation
Sim 08U4.3

Confusion Matrix

Six metrics, five presets, synced sliders and number boxes, FP/FN cost weighting and Youden's J.

Open simulation
Sim 09U4.3

K-Nearest Neighbours

Decision-region playground with four datasets, k up to 9, Chebyshev/Euclidean metrics and weighted voting.

Open simulation
Sim 10U4.4

Linear Regression

Five datasets, draggable points, slope/intercept input, SSE and R², plus a shuffled-y control.

Open simulation
Sim 11U4.5

Time-Series Forecasting

Moving average, linear WMA and exponential smoothing with window W, horizon h and MAD/MSE diagnostics.

Open simulation
Sim 12U4.6

TF-IDF

Six documents with lowercase, length-normalisation, smoothed-IDF and stemming toggles and a full matrix.

Open simulation
Sim 13U5.1

MapReduce WordCount

Five corpora, editable stopwords, combiner and lowercase toggles, and hash partitioning across reducers.

Open simulation
Sim 14U5.2

HDFS Fault Tolerance

Dynamic 3–6 node cluster, 10–30 blocks, rack-aware replication and kill/reboot failover.

Open simulation