omrohamare/hotel-oversell

How omrohamare/hotel-oversell works

hotel-oversell is an initial-skeleton project for a reproducible hotel-oversell-risk ML pipeline. The README names DVC-managed data, an S3 remote, and MLflow tracking hosted through DagsHub; source excerpts confirm tracking helpers and centralized logging. Most pipeline modules are stubs or unsampled, so their names indicate intended areas, not verified processing stages. The graph preserves those modules but omits speculative calls and data-flow links; only documented or excerpt-visible relationships are shown.

Main entry points: logger.py Central Logger · tracking.py Tracking Helpers · dvc.yaml Pipeline Definition · params.py Parameters

Components 22

Risk Pipeline

Pipeline Definition dvc.yaml
Parameters src/params.py
Feature Engineering src/features.py
Data Splitting src/split.py
Validation src/validate.py
Cost Modeling src/costs.py
Backtesting src/backtest.py
Model Tuning src/tune.py
Nightly Run src/nightly.py
Run Proof src/prove.py
Freeze Buffer src/freeze_buffer.py

Data and Outputs

Raw Data data/raw
Interim Data data/interim
Processed Data data/processed
Model and Reports models
DVC Remote

Experiment Tracking

Tracking Helpers src/tracking.py
MLflow Service
DagsHub

Operations

Central Logger src/logger.py
Run Logs logs

Other components

Project User

Connections 14

Project User → Pipeline Definition: runs pipeline README.md
Pipeline Definition → DVC Remote: versions data README.md
Project User → Tracking Helpers: configures tracking README.md
Tracking Helpers → MLflow Service: configures and logs src/tracking.py
DagsHub → MLflow Service: hosts tracking README.md
Feature Engineering → Central Logger: uses logger src/features.py
Data Splitting → Central Logger: uses logger src/split.py
Validation → Central Logger: uses logger src/validate.py
Parameters → Central Logger: uses logger src/params.py
Nightly Run → Central Logger: uses logger src/nightly.py
Run Proof → Central Logger: uses logger src/prove.py
Freeze Buffer → Central Logger: uses logger src/freeze_buffer.py
Tracking Helpers → Central Logger: uses logger src/tracking.py
Central Logger → Run Logs: writes logs src/logger.py

Drawn by GitDiagram on November 14, 2026 from the repository's file tree, README and source files. Read as Markdown ·