ML_Engineering vs Enlighten

Become a machine learning engineer—starting exactly where you are. ML_Engineering is a complete interactive learning environment for iPhone, iPad, and Mac. Begin with basic arithmetic, examples, features, labels, and your first prediction baseline. Progress through Python, NumPy, pandas, statistics, feature engineering, classical machine learning, deep learning, computer vision, NLP, forecasting, recommendations, model serving, MLOps, monitoring, responsible ML, distributed training, LLM systems, and principal-level ML architecture. LEARN BY DOING • 40 structured courses from beginner to advanced • 400 substantive interactive lessons • 140 editable, syntax-highlighted code labs • 100 quizzes with validation and explanations • 80 architecture decisions based on production trade-offs • 80 guided concept exercises • Progressive hints that help without giving away the answer BUILD A SERIOUS ML PORTFOLIO Complete 40 practical projects: 12 Beginner, 14 Intermediate, and 14 Advanced. Build baselines, classifiers, forecasts, recommenders, vision and language models, feature stores, inference services, experiment systems, model registries, drift monitors, ML delivery pipelines, distributed training, LLM evaluation, governance controls, and a principal ML platform design. Every project includes an editable workspace, four milestones, checks, and outcomes you can explain in an interview. YOUR PRIVATE ML ENGINEERING TUTOR Ask from any lesson or project. Tutor Core can begin with basic arithmetic, define every new term, explain how models learn, diagnose code and architecture, and continue until the idea clicks. Offline Core is included and never sends questions anywhere. Compatible devices can add private Apple on-device generation. API, Ollama, and LM Studio connections are always optional. WATCH YOUR ML SYSTEM TAKE SHAPE Every completed lesson, course, and milestone advances a living ML-system construction scene—from problem framing and a baseline through features, training, serving, monitoring, and production guardrails. DESIGNED FOR SERIOUS PROGRESS Earn XP, build streaks, bookmark material, track role readiness, choose daily goals, switch between light and dark interfaces, and move naturally among iPhone, iPad, and Mac. FREEMIUM AND PRO Explore the first module of every course for free, keep your learning progress, and upgrade only when you are ready. ML_Engineering Pro unlocks the complete curriculum, every lab and portfolio project, and contextual Tutor access across iPhone, iPad, and Mac. Choose a monthly plan with a 14-day free introductory trial or an annual plan with a 7-day free introductory trial, when eligible. Prices are shown before purchase. Payment is charged to your Apple Account after confirmation. Subscriptions renew automatically unless cancelled at least 24 hours before the end of the current period. Restore purchases or manage your subscription directly from the app. Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://github.com/lukekevinmclaughlin-oss/ML_Engineering/blob/main/PRIVACY.md

Learn AI, Python, SQL and more than 30 other skills in just five minutes a day. Enlighten turns real tech topics into a deck of simple cards. Each card teaches one idea in plain words, shows you real code, and ends with a quick quiz so you know you actually understood it. Cards you have already learned come back for a quick review just before you are about to forget them, so what you learn actually stays with you. HOW IT WORKS • Swipe through short cards that each explain a single idea • See real code examples on the cards, not just theory • Answer quick one-tap quizzes and see the answer right away • Review old cards at the right time so you never forget them WHAT'S INSIDE — 32 roadmaps and more than 3,900 cards • AI and Machine Learning: Machine Learning, Deep Learning, Generative AI, LLM Engineering, Computer Vision, NLP, PyTorch, TensorFlow, MLOps and Agentic AI • Interview subjects: Data Structures and Algorithms, System Design, Operating Systems, Computer Networks, Databases and SQL • Languages and tools: Python, JavaScript, TypeScript, Java, C, C++, Go, Rust, React, Node.js, Git, Docker, Kubernetes, Linux and Statistics • Cards range from easy to expert level, so you can start anywhere and go as deep as you like PREPARING FOR AN INTERVIEW? Ten minutes a day is all you need. A little practice every day beats staying up all night before the interview, and your daily streak keeps you on track. NOT LOOKING FOR A JOB? Enlighten is also for people who simply want to stay sharp. A few minutes with your coffee keeps your basics fresh, and the app makes sure you never forget what you already know. Enlighten is free to start. Enlighten Pro unlocks every roadmap plus other productivity features with a monthly or yearly subscription.