Comparison

Software_Engineering vs AI, ML & Data Cert Exam Prep

Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.

Head to head
About

Software_Engineering

Features
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Become a software engineer—starting exactly where you are. Software_Engineering is a complete interactive learning environment for iPhone, iPad, and Mac. Begin with basic arithmetic, how computers follow instructions, and your first program. Progress through Python, JavaScript, TypeScript, Swift, data structures, algorithms, web development, backend services, databases, testing, security, cloud delivery, distributed systems, reliability, architecture, and principal-level engineering. 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 real trade-offs • 80 guided concept exercises • Progressive hints that help without simply giving away the answer BUILD A PORTFOLIO Complete 40 practical software projects: 12 Beginner, 14 Intermediate, and 14 Advanced. Build programs, accessible web interfaces, native apps, APIs, databases, realtime systems, delivery pipelines, secure platforms, distributed services, developer tools, and principal architecture packages. Every project includes an editable workspace, four milestones, local checks, and outcomes you can explain in an interview. YOUR PRIVATE SOFTWARE ENGINEERING TUTOR Ask a question from any lesson or project. Tutor Core can begin with basic arithmetic, define every new term, 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. WATCH YOUR SOFTWARE SYSTEM TAKE SHAPE Every completed lesson, course, and project milestone advances a living software-system construction scene—from its first blueprint through runtime, modules, services, reliability controls, and a shipped system. 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. FREE TO START The entire beginner track is free permanently: 10 courses, 100 lessons, 12 guided builds, 5 tutor questions a day, and full XP, streak, and achievement tracking. No account and no sign-up, ever, and everything works offline. SOFTWARE_ENGINEERING PRO Pro unlocks the 30 intermediate and advanced courses (300 further lessons), all 40 guided builds, unlimited tutor questions, and detailed progress reports. Available as an auto-renewing monthly or annual subscription through In-App Purchase. Payment is charged to your Apple Account at confirmation of purchase and renews automatically unless cancelled at least 24 hours before the end of the current period. Manage or cancel any time in Apple Account settings. Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://www.lukekevinmclaughlin.com/privacy

About

AI, ML & Data Cert Exam Prep

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Break into AI and data engineering - and prove it. AI & Data Cert Exam Prep is the first iOS app to bundle the industry's fastest-growing certifications with a full study system: questions, mock exams, flashcards, Reels, and hands-free audio, all offline. WHAT YOU GET • 66,584 practice questions, every one with a written explanation • Full-length, timed mock exams matched to each blueprint • 16,500 spaced-repetition flashcards • 3,300 swipeable Reels - bite-size concepts for fast review • Hands-free Audio Mode - learn while you commute or work out • 4,400 concept & glossary cards • Objective-weighted analytics that pinpoint weak areas • 100% offline after download EXAMS COVERED (one purchase unlocks all 11) • AWS Certified AI Practitioner (AIF-C01) - foundational AI/ML, generative AI, responsible AI, and AWS AI services. • AWS Certified Machine Learning Engineer – Associate (MLA-C01) - data prep, model development, deployment and orchestration, monitoring, and security. • Google Cloud Professional Data Engineer - design, build, and operationalize data-processing systems on GCP. • Databricks Certified Associate Developer for Apache Spark - Spark architecture, the DataFrame API, Spark SQL, and structured streaming. • Databricks Machine Learning Professional - experimentation, MLOps, and model deployment on Databricks. • SnowPro Core - Snowflake architecture, performance, data loading, protection, and sharing. • dbt Analytics Engineer - building, testing, and governing dbt models and transformations. • NVIDIA-Certified Associate: AI Infrastructure & Operations (NCA-AIIO) • NVIDIA-Certified Associate: Generative AI LLMs (NCA-GENL) • NVIDIA-Certified Associate: Generative AI Multimodal (NCA-GENM) • NVIDIA-Certified Professional: Generative AI (NCP-GENL) WHY THIS APP The AI and data hiring wave is here, but prep material is scattered across PDFs and paywalled courses. This app puts every exam in one place with a study system built for retention - drill questions, flip flashcards, swipe Reels, and listen on the go. Every question explains WHY, so concepts stick. HOW IT WORKS 1. Choose an exam and take a quick diagnostic to see where you stand. 2. Drill questions by domain and read the rationale on every one. 3. Reinforce with flashcards, Reels, and Audio Mode between sessions. 4. Take full timed mocks until you're consistently above passing. BUILT FOR THE REAL EXAM Every mock mirrors the official blueprint - question style, domain weighting, and timing - so exam day feels familiar. Detailed score reports break performance down by domain, so you always know what to review next. WHO IT'S FOR • Engineers and analysts moving into ML, GenAI, and data platforms • Cloud pros adding AWS, Google Cloud, Snowflake, Databricks, or NVIDIA credentials • Anyone future-proofing their career with AI and data skills TRY IT FREE 3 days of complete access - every exam, every feature. Then a single unlock covers the whole bundle; no per-exam paywalls. WHY LEARNERS CHOOSE US • One purchase unlocks all 11 exams • Study on iPhone, iPad, and Mac with progress synced across all three • Fully offline - no ads, no interruptions, no selling your data • Kept current with the latest exam objectives COMMON QUESTIONS Do I need a subscription? Start with 3 days of full access, then one unlock covers every exam - no per-exam fees. Does it work offline? Yes - download once and study with no signal. Is the content current? It tracks the latest published exam objectives. Get certified on the skills every employer wants. Download today. SUBSCRIPTION & LEGAL A subscription auto-renews unless canceled at least 24 hours before the period ends; your Apple ID is charged for renewal. Manage or cancel anytime in App Store settings. Privacy Policy: https://c3rt.com/privacy/ Terms of Use (EULA): https://c3rt.com/terms-of-service/

Screenshots

Software_Engineering4 screens
AI, ML & Data Cert Exam Prep4 screens

Verdict

The call

The clearest difference is in-app purchases: Software_Engineering at none against AI, ML & Data Cert Exam Prep's 4. AI, ML & Data Cert Exam Prep's advantage is update cadence (daily vs every 3 weeks). On price, ads, device support and iOS requirement 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

CostPrice · In-app purchases · Ads · Monetization

Both are free to download. AI, ML & Data Cert Exam Prep sells 4 in-app purchases, starting at $19.99 per month. Software_Engineering asks for nothing beyond the download.

UpkeepUpdate frequency

Software_Engineering ships an update every 3 weeks, AI, ML & Data Cert Exam Prep daily. The most recent releases landed on September 28, 2026 and October 10, 2026 respectively.

Scorecard2 real differences · 4 level
Software_Engineering versus AI, ML & Data Cert Exam Prep: the parameters behind the verdict, then further details
ParameterSoftware_EngineeringAI, ML & Data Cert Exam Prep
PriceFreeFree
Update frequencyEvery 3 weeksDaily — better
AdsNoNo
In-app purchasesNo — betterYes
DevicesiPhone, iPad, MaciPhone, iPad, Mac
Requires iOS17.0 — better18
Further details — not scored
Size4 MB16 MB
Age rating4+4+
DeveloperLuke MclaughlinSunny Dasari

In-app purchases

None

Software_Engineering

No in-app purchases

4 purchases

AI, ML & Data Cert Exam Prep

Subscriptions4
  • AI, ML & Data Cert Monthly$19.991 Month
  • AI, ML & Data Cert 3 Months$39.993 Months
  • AI, ML & Data Cert 6 Months$39.996 Months
Show 1 more
  • AI, ML & Data Cert Yearly$99.991 Year

Questions

Is Software_Engineering free?
Software_Engineering is free to download, with no in-app purchases.
Is AI, ML & Data Cert Exam Prep free?
AI, ML & Data Cert Exam Prep is free to download, with in-app purchases available.
Do Software_Engineering or AI, ML & Data Cert Exam Prep have ads?
Neither Software_Engineering nor AI, ML & Data Cert Exam Prep shows ads.
Which is updated more often, Software_Engineering or AI, ML & Data Cert Exam Prep?
Software_Engineering ships an update every 3 weeks, and AI, ML & Data Cert Exam Prep daily. Most recently, Software_Engineering was updated on September 28, 2026 and AI, ML & Data Cert Exam Prep on October 10, 2026.

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