
Delivers structured data science and coding courses with interactive playgrounds, but focuses heavily on data analytics rather than general software engineering.
Coddy records 7,478,457 monthly visits with +17.8% month-over-month growth and Freemium pricing. Machine learning at scale records 0 monthly visits with 0% growth and Freemium pricing.
Weekly case studies, design patterns and career advice for building ML at scale.
| Dimension / Metric | ||
|---|---|---|
| Official Domain | coddy.tech | machinelearningatscale.com |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 7.48M (7,478,457) | 0 (0) |
| MoM Traffic Delta | +1.13M (+17.8%) | 0 (0%) |
| Primary Market & Share | 🇺🇸 United States (15.4%) | 🌐 Global (—) |
| Direct Visits / mo | 3.13M | 0 |
| User Rating | 4.3 | 4.6 |
| Supported Platforms | Website | Website |
Learn to code free with hands-on lessons and instant playgrounds
Short, practice-first coding lessons that run directly in your browser, so you can start learning without installing a compiler or development environment.
Dedicated playgrounds for Python, JavaScript, C, C++, Java, SQL, React, Go, Swift and many other languages let you test snippets and experiment immediately after each lesson.
Structured curricula such as Software Engineer, Frontend, Full Stack, Backend, Data Analyst, Data Scientist, DevOps and game development bundle the skills employers actually ask for.
Streak-style daily coding challenges and progress tracking help learners build a consistent habit and stay motivated between longer courses.
Weekly case studies, design patterns and career advice for building ML at scale.
Read breakdowns of ML systems design, LLM inference at scale, recommendation systems, search and ranking, ads systems, and RAG.
Get weekly high-quality insights and practical guidance written by an ML engineer working on large-scale production systems.
Deep dives into LLM optimisation, LLM training and ML system design for engineers moving beyond tutorials.
Guidance on getting started in ML, breaking into big tech, choosing between MLE and data scientist paths, and whether a PhD is worth it.

Delivers structured data science and coding courses with interactive playgrounds, but focuses heavily on data analytics rather than general software engineering.
AI engineering courses, certificates, and the world's biggest AI newsletter
AI engineering courses, certificates, and the world's biggest AI newsletter

SpecialistTeaches computer science and logic through visual interactive puzzles and an AI tutor, but lacks traditional text-editor coding playgrounds.
SpecialistFocuses on hands-on browser-based Linux and DevOps labs with AI guidance, rather than general multi-language programming fundamentals.
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