Art of Stat vs Axon

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 & 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 & Random Forests - Nearest Neighbor

Most people use AI every day. Almost no one understands how it actually works. Axon teaches you AI from the ground up — the math, the intuition, and the systems behind modern models. Learn linear algebra, probability, calculus, gradients, backpropagation, transformers, and more through short, interactive lessons designed for real understanding, not memorization. INTERACT WITH THE MATH, DON’T JUST READ IT Every concept is hands-on. Drag a gradient and watch the loss change. Adjust a weight and see predictions shift in real time. Step through a neural network layer by layer. You learn by doing — in just five minutes a day. BUILT FOR MACHINE LEARNING. NOTHING ELSE. No generic computer science filler. No hand-waving past the difficult parts. Axon focuses on the ideas that actually matter in machine learning — and explains them clearly, without oversimplifying. WHAT YOU’LL LEARN Math Foundations Vectors, matrices, derivatives, probability, softmax, and the core math behind ML Core Machine Learning Regression, gradient descent, loss functions, overfitting, evaluation, and optimization Neural Networks Perceptrons, backpropagation, CNNs, activations, and optimizers Transformers & LLMs Attention, embeddings, tokenization, prompting, and transformer architecture Frontier AI RAG, AI agents, fine-tuning, reinforcement learning, and modern workflows Practical Skills Classical algorithms, MLOps, and hands-on capstone projects MEET TENSOR Your guide is an undertrained model that somehow became sentient. Tensor is fluent in math, slightly confused by humans, and always focused on helping you learn. STAY CONSISTENT Daily streaks, XP, and global leaderboards turn consistency into momentum. Short lessons make it easy to come back tomorrow. AXON PRO Unlock unlimited lessons, advanced exercises, new outfits, unlimited review, and early access to new content. Available monthly or annually with a free trial. Terms of Service: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/