# Hello World ML on Databricks

import mlflow
import mlflow.sklearn
from mlflow.models import infer_signature
from sklearn.datasets import load_iris
from sklearn.linear_model import LogisticRegression

# 1. Load toy data
X, y = load_iris(return_X_y=True, as_frame=True)

# 2. Train a tiny model
model = LogisticRegression(max_iter=100).fit(X, y)
preds = model.predict(X)

# 3. Set experiment (will auto-create if not present)
mlflow.set_experiment("/Shared/hello_world_exp")

# 4. Log model with signature + input_example
with mlflow.start_run():
    sig = infer_signature(X, preds)
    mlflow.sklearn.log_model(
        sk_model=model,
        artifact_path="model",
        signature=sig,
        input_example=X.head(3),
        registered_model_name="hello_world_model"
    )
Code language: PHP (php)

Rajesh Kumar

I’m a DevOps/SRE/DevSecOps/Cloud Expert passionate about sharing knowledge and experiences. I have worked at Cotocus. I share tech blog at DevOps School, travel stories at Holiday Landmark, stock market tips at Stocks Mantra, health and fitness guidance at My Medic Plus, product reviews at TrueReviewNow , and SEO strategies at Wizbrand.

Do you want to learn Quantum Computing?

Please find my social handles as below;

Rajesh Kumar Personal Website
Rajesh Kumar at YOUTUBE
Rajesh Kumar at INSTAGRAM
Rajesh Kumar at X
Rajesh Kumar at FACEBOOK
Rajesh Kumar at LINKEDIN
Rajesh Kumar at WIZBRAND

Rajesh Kumar DailyLogs