Projects that can check your work.
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Humach Retail: Sales Analytics
Turn a compact sales table into defensible business evidence with aggregation, grain checks and visual reasoning.
mini_sales.csv · 5 validated tasksOpen case study →Machine LearningHumach Retention: Customer Risk
Frame a retention problem, define legal features and reason about validation, calibration and actionable interventions.
mini_customers.csv · 5 validated tasksOpen case study →Data ScienceHumach Energy: Demand Forecasting
Use temporal structure, lag reasoning and legal forecasting validation to predict demand without peeking into the future.
mini_energy.csv · 5 validated tasksOpen case study →Data ScienceHumach Health: Risk Screening
Handle missing clinical values, prioritise sensitivity and reason about calibration in a screening setting.
mini_health.csv · 5 validated tasksOpen case study →Machine LearningHumach Finance: Fraud Triage
Work with rare-event detection, threshold trade-offs and cost-aware evaluation.
mini_finance.csv · 5 validated tasksOpen case study →Data AnalyticsHumach HR: Attrition Analysis
Analyse attrition drivers while separating predictive association from causal or fair employment decisions.
mini_hr.csv · 5 validated tasksOpen case study →Data AnalyticsHumach Marketing: Campaign Efficiency
Compare channels with cost-aware metrics and avoid confusing volume with efficiency.
mini_marketing.csv · 5 validated tasksOpen case study →Data ScienceHumach Mobility: Trip Demand
Engineer temporal/weather features and reason about demand patterns without leaking future trip counts.
mini_mobility.csv · 5 validated tasksOpen case study →Machine LearningHumach Manufacturing: Predictive Maintenance
Detect early failure signals from sensors and reason about recall, false alarms and drift.
mini_manufacturing.csv · 5 validated tasksOpen case study →Research MLHumach Research: Repeated-Participant Study
Design participant-safe validation for repeated measurements and recognise subject leakage.
mini_research.csv · 5 validated tasksOpen case study →Deep LearningHumach Vision: Image Classification Audit
Audit image metadata, split integrity and class balance before training a vision model.
mini_vision.csv · 5 validated tasksOpen case study →Graph MLHumach Graph: Node Classification
Reason about graph structure, node features, message passing and leakage across connected data.
mini_graph.csv · 5 validated tasksOpen case study →