---
title: "Art of Stat: Machine Learning - Reviews, Revenue and Downloads in United States | Apple App Store"
description: "The Art of Stat: Machine Learning app includes methods for supervised and unsupervised learning, lets you split data into training and test sets, visualizes all methods, including predictions and heat"
---

# Art of Stat: Machine Learning — United States
> Learn and apply ML algorithms

![Art of Stat App Icon](https://is1-ssl.mzstatic.com/image/thumb/Purple211/v4/e3/74/b4/e374b44e-467f-2367-9908-c006946a2a40/AppIcon-0-0-1x_U007epad-0-1-85-220.png/434x0w.png)

**Developer:** [Bernhard Klingenberg](https://apptail.io/developer/bernhard-klingenberg-Fef)
**Category:** Education
**Rating:** 5.0/5 (2 ratings)
**Price:** Free
**Bundle ID:** com.artofstat.machinelearning
**Store:** Apple App Store
**Country:** United States
**Version:** 1.1.0 (released 2026-01-09)
**Original Release:** 2025-12-18
**Languages:** English

**App Store Link:** [Download on Apple App Store](https://apps.apple.com/us/app/app/id6755331121)
**AppTail Page:** [https://apptail.io/app/art-of-stat-machine-learning-eLUx/united-states](https://apptail.io/app/art-of-stat-machine-learning-eLUx/united-states)

## Art of Stat Description
The Art of Stat: Machine Learning app includes methods for supervised and unsupervised learning, lets you split data into training and test sets, visualizes all methods, including predictions and heatmaps, and lets you assess the accuracy of your algorithm by showing the confusion matrix and more.

Included ML algorithms so far include:

- Multiple Linear Regression (including categorical predictors and interactions interactions)
- Multiple Logistic Regression (including categorical predictors and interactions interactions)
- Discriminant Analysis (Linear &amp; Quadratic)
- Naive Bayes
- K-Means Clustering

Functionality:
- Provides various datasets (Palmer Penguins, Wine Quality, Heart Disease, Iris Flowers, Credit Card Defaults, ...) or lets user upload their own CSV file
- Split data into training and test sets
- Standardize Features
- Select continuous and/or categorical features (where appropriate)
- Visualize all methods (Scatterplots, Heatmaps), predicted labels or posterior probabilities
- Assess accuracy by displaying Confusion Matrix and accuracy statistics (including precision and recall) in multiple ways
- Make predictions for new observations

Modules in preparation:
- Decision Trees &amp; Random Forests
- Nearest Neighbor

## Art of Stat Screenshots
- [Screenshot 1](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/a7/9e/e7/a79ee703-2cf4-4fdb-c83b-bcbc9383cbcc/IMG_0605.PNG/1242x2688.png)
- [Screenshot 2](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/41/94/29/419429bf-655f-a3e3-4921-c52b4314eb41/IMG_0607.PNG/1242x2688.png)
- [Screenshot 3](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/27/c3/85/27c385a0-bf50-0453-cfb7-3c75805247aa/IMG_0606.PNG/1242x2688.png)
- [Screenshot 4](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/de/47/f6/de47f6b6-5039-5a19-547f-82e77e06caff/IMG_0609.PNG/1242x2688.png)
- [Screenshot 5](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/ce/44/80/ce4480e1-fccc-c19f-ddc2-a7da69672b63/IMG_0610.PNG/1242x2688.png)
- [Screenshot 6](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/c2/ee/39/c2ee3915-d1b2-806a-8788-854983ee8dec/IMG_0611.PNG/1242x2688.png)
- [Screenshot 7](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/75/cc/30/75cc3048-b629-e918-da8c-9293175547de/IMG_0612.PNG/1242x2688.png)
- [Screenshot 8](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/03/b5/38/03b538db-3e92-a50f-730e-4dffa56bc02e/IMG_0614.PNG/1242x2688.png)
- [Screenshot 9](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/c5/3d/07/c53d07e1-3588-e273-ce1b-1ff7f30809ea/IMG_0615.PNG/1242x2688.png)
- [Screenshot 10](https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/0b/21/50/0b2150dd-f7eb-9b26-cec2-560e4c41758e/IMG_0616.PNG/1242x2688.png)

## Art of Stat Rating Breakdown in United States
- 5 stars: 2 (100%)
- 4 stars: 0 (0%)
- 3 stars: 0 (0%)
- 2 stars: 0 (0%)
- 1 stars: 0 (0%)






## Art of Stat Available In
- [United States](https://apptail.io/app/art-of-stat-machine-learning-eLUx/united-states)
- [Canada](https://apptail.io/app/art-of-stat-machine-learning-eLUx/canada)
- [Indonesia](https://apptail.io/app/art-of-stat-machine-learning-eLUx/indonesia)
- [Nigeria](https://apptail.io/app/art-of-stat-machine-learning-eLUx/nigeria)
- [Oman](https://apptail.io/app/art-of-stat-machine-learning-eLUx/oman)
- [Portugal](https://apptail.io/app/art-of-stat-machine-learning-eLUx/portugal)
- [Thailand](https://apptail.io/app/art-of-stat-machine-learning-eLUx/thailand)
- [Taiwan](https://apptail.io/app/art-of-stat-machine-learning-eLUx/taiwan)
- [Australia](https://apptail.io/app/art-of-stat-machine-learning-eLUx/australia)
- [South Africa](https://apptail.io/app/art-of-stat-machine-learning-eLUx/south-africa)

---

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