VahdetLabs
VahdetLabs
ML & data consulting — pragmatic delivery
  • Location:
    Prague, Czech Republic
Technical focus
  • Operational dataset QA
  • Issue discovery worksheets
  • Handoff-ready HTML summaries
  • Pilot-scale Streamlit tooling
  • Responsible scope boundaries
Next steps
ML systems
  • Batch scoring Pilot surface for offline or batch scoring on tabular data before production rollout.
  • Feature store Feature lineage and serving for consistent training-to-production parity.
  • VahdetLabs Primary Labs site—services, pilots, and contact paths for client engagements.
  • Monitoring & data quality Operational views aimed at regressions and data-quality vigilance—not a SKU catalogue.
  • Customer churn prediction Interpretable churn risk signals for proactive retention—not black-box SaaS fluff.
Data tools
  • Data cleaning toolkit Targeted remediation flows for spreadsheets that block modelling or KPI work.
  • EDA report generator You are here—paired with Streamlit uploads on eda.vahdetlabs.com for hands-on profiling.
  • Forecasting demo Scenario-style forecasting demos for planners who need directional confidence.
  • CSV analytics Rapid exploratory turns on CSVs when teams need clarity before dashboards.
  • KPI dashboard Executive KPI storytelling without implying a governed enterprise BI stack.
Discuss a pilot Live demo VahdetLabs
Capability preview — profiling before heavier analytics

EDA Report Generator

A scoped utility teams use to ingest a spreadsheet, surface missingness, duplicates, skew, correlation risk, cardinality, and datetime coverage, then download a concise HTML/PDF handoff—before dashboards or modelling spend. Same engine as internal pilots but framed for evaluation on your side.

Static capability page: https://eda-report.vahdetlabs.com — neutral Streamlit demo: https://eda.vahdetlabs.com.

Streamlit pilot
Pandas profiling
HTML / PDF summary
.xlsx / CSV

Limitations & scope

  • Not a SaaS product, SKU, or catalogue—evaluation and pilot-context only.
  • Not a BI platform: no semantic layer, no governed metric store, no warehouse ingestion.
  • Profiles the file you submit under configured size/sampling—not continuous monitoring.
  • PDF depends on deployment environment; HTML export is the reliable baseline.
  • Not automated ETL orchestration or production data-quality SLA tooling.

Where this capability page lives

This static overview: eda-report.vahdetlabs.com.

Live Streamlit demo: eda.vahdetlabs.com — same neutral app UX; framed here for pilots on the Labs side.

Operational pain first-pass solves

New analytics or modelling work often stalls behind “what exactly is inside this spreadsheet?” Analysts reconcile schema drift, rogue null spikes, stealth duplicate rows, and surprise high-cardinality keys before dashboards or notebooks become trustworthy.

The pilot utility showcased here collapses those unknowns quickly: ingest a workbook, skim automated issue cards, skim the HTML summary, escalate only anomalies that materially affect downstream KPI work.

Deliverable reviewers receive

  • Executive-style bullets distilled from deterministic warnings—not AI prose placeholders.
  • Data-quality counts (duplicate mass, skinny columns missing half their rows, cardinality flags, inferred datetime readiness).
  • Structured warnings clustered by severity to align triage chatter with engineering language.
  • Downloadable HTML (always) plus PDF when deployment enables WeasyPrint + OS glyphs.

Recommended workflow inside a pilot

  1. Governed sample or full extract lands in staging.
  2. Owner drops the CSV/.xlsx into the hosted demo (or privately deployed instance).
  3. Team reviews surfaced warnings plus generated report excerpts before approving deeper SQL/ML spend.
  4. Outputs attach to ticket / Confluence-ready HTML without forcing a heavyweight BI rollout.

Commercial positioning & scope guardrails

In scope: first-pass readability, repeatable HTML/PDF handoff language, deterministic heuristics, pilot-friendly sizing limits.

Explicitly out of scope: continuous metric monitoring, SLA-backed cleansing robots, SaaS metering, curated enterprise catalog semantics, unmanaged production ETL choreography.

Contact pathways live on VahdetLabs branded surfaces linked from this page—no recruiter portfolio breadcrumb intentionally ships on the Labs shell.

EDA Report Generator

Pilot-style · handoff-ready report · no SaaS enclosure

© VahdetLabs. All rights reserved.
Dataset profiling pilots before modelling or BI heavy-lift.