SwipeDrill vs ML_Engineering
Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.
SwipeDrill
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Python is the world's most popular language. Do you actually know it? SwipeDrill: Python turns the official Python documentation into daily swipe quizzes, going beyond syntax to test real understanding. List comprehensions, generators, decorators - the concepts that separate good Python from great Python. HOW IT WORKS Each card shows a statement about Python behavior or concepts. Swipe right if it's true. Swipe left if it's false. Get an instant explanation that builds genuine understanding, not just pattern recognition. WHAT YOU'LL MASTER - Python Basics: interpreter, syntax, and execution model - Data Types: strings, numbers, booleans, and type conversion - Control Flow: conditionals, loops, and comprehensions - Functions: arguments, scope, closures, and decorators - Collections: lists, tuples, sets, dicts, and operations - Files: reading, writing, context managers, and paths - Modules: imports, packages, and the standard library - Errors: exceptions, handling, and raising 800+ questions. Sourced from official Python documentation. WHO THIS IS FOR - Developers leveling up beyond beginner Python - Data scientists reinforcing core language fundamentals - Engineers preparing for Python technical interviews - Students in CS, data science, or automation courses - Anyone who learned from tutorials and wants real depth PREMIUM FEATURES Upgrade once. Use forever. - Sequential Mode: work through all questions in order - Bookmarks: save tricky questions and review them later - Detailed Stats: track accuracy and progress per category - No Ads: completely ad-free experience STUDY SMARTER - Daily Goal tracker: build a consistent study habit - Streak counter: keep your momentum going - Review Mode: replay only the questions you got wrong - Today's Concept: a new featured topic every day - Works offline: questions bundled in the app A NOTE ON CONTENT All questions are based on official Python documentation. Content may occasionally reflect behavior specific to certain Python versions. Always verify critical details against the latest official Python docs. Know Python. Really know it. Download SwipeDrill: Python today.
ML_Engineering
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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
Screenshots
Verdict
The clearest difference is ads: ML_Engineering at none against SwipeDrill's shown. SwipeDrill's advantage is iOS requirement (13.0 vs 17.0). On price, in-app purchases and device support there is nothing between them.
Scored on Price · Rating · Positive reviews · Number of ratings · Update frequency · Ads · In-app purchases · Monetization · Best chart rank · Devices · Requires iOS
Both are free to download. SwipeDrill sells 1 one-off in-app purchase and ML_Engineering sells 1 in-app purchase, starting at $1.99 per month. Whichever you choose, the download price is not the number that matters.
| Parameter | SwipeDrill | ML_Engineering |
|---|---|---|
| Price | Free | Free |
| Update frequency | — | Every 3 weeks |
| Ads | Yes | No — better |
| In-app purchases | Yes | Yes |
| Devices | iPhone, iPod | iPhone, iPad, Mac — better |
| Requires iOS | 13.0 — better | 17.0 |
| Further details — not scored | ||
| Size | 30 MB | 5 MB |
| Age rating | 4+ | 4+ |
| Developer | kenji kuroki | Luke Mclaughlin |
In-app purchases
SwipeDrill
- Unlock Premium$3.99
ML_Engineering
- ML_Engineering Pro14 Days trial$1.991 Month









