# Data and machine learning, raw data to decisions

> Connect 40+ sources, clean and protect the data, ask questions in plain language and predict with built-in machine learning. No SQL, no model building.

- Page: https://dehalab.com/en/data-ml
- Language: English (en)
- Same page in Turkish: https://dehalab.com/veri-ve-ml
- Markdown: https://dehalab.com/en/data-ml.md
- Site index for agents: https://dehalab.com/llms.txt

## From raw data to decisions

Every AI solution built on unclean data is a sandcastle, so we start with the boring part. Connect, clean, map, ask and predict, without writing SQL or building models yourself.

Your data never leaves your infrastructure. We keep only the operational layer.

### Connect: Bring any source

Databases, files, cloud storage and business systems, SAP included. Over 40 ready-made connections with live syncing: a change in the source is caught the moment it happens. The data lands on your infrastructure, not ours.

### Clean: Clean and protect

Deduplicate, validate and tidy messy data automatically. The same customer written three different ways becomes one record, and a doubtful match is put to a person. Personal data is detected and masked.

### Ask: Ask in plain language

İDRAK maps all of your data into one living map, so you can ask questions and get answers with their sources shown.

### Predict: Built-in machine learning

Forecasting, classification and anomaly detection. More than ten models race on the same track and the winner is chosen by measurement. When a model drifts over time, the system notices and retrains it, and every decision can show which factor drove it.

**Contact:** ensar@dehalab.com · https://dehalab.com/en/contact