Ai Engineering From Scratch vs Praktika

Side-by-side comparison of features, pricing, and ratings

Analysis generated Live tool data as of 2026-10-30
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Ai Engineering From Scratch or Praktika: which should you choose?

DimensionAi Engineering From ScratchPraktika
PurposeBuild AI algorithms from raw mathPractice language conversation with AI tutors
PricingFree (MIT licensed)Freemium (Premium subscription)
Content Format503 text lessons + code exercisesVoice conversations with AI tutors
Languages / FrameworksPython, TypeScript, Rust, JuliaMultiple natural languages (English, Spanish, etc.)
Target UserSelf-taught engineers, CS studentsIntermediate language learners
PlatformWeb (generated from Markdown)Mobile app only

These tools serve entirely different needs. Ai Engineering From Scratch is a free, in-depth curriculum for developers who want to master AI from first principles. Praktika is a freemium mobile app for intermediate language learners who want conversational speaking practice. Choose based on your primary goal: technical AI depth or language fluency.

Ai Engineering From Scratch
Ai Engineering From Scratch

A free, MIT-licensed AI engineering curriculum where you build backprop, tokenizers, attention and agent loops from raw math before importing a framework

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Praktika
Praktika

Praktika gives you four named AI tutors to hold live voice conversations with on your phone, correcting you mid-dialogue.

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Pricing
Free
Freemium
Plans
FreeFree
FreeFree
Premium$8/mo
Popularity
22 views
7.5k views
Skill Level
Advanced
Beginner-friendly
API Available
Platforms
WebCLIAPI
Mobile
Categories
🔬 Research & Education
🗣️ Language Learning
Features
542 lessons across 20 phases, from linear algebra to autonomous swarms
Every algorithm built from raw math before any framework is imported
Hand-built backprop, tokenizer, attention and agent loop implementations
Lesson code in Python, TypeScript, Rust and Julia
Fixed lesson loop: read the problem, derive the math, write the code, run the test, keep the artifact
GitHub tutor via SKILL.md for Claude, Cursor, Codex and compatible agents
Terminal learning: npx skills add rohitg00/ai-engineering-from-scratch, then start-learning
Placement quiz and personalized learning path inside your agent
Four core paths: AI applications, software engineering, agent-assisted, product judgment
Focused Model Context Protocol (MCP) path for stateless MCP systems
Focused Agent Skills path for building and verifying portable skills
Claude and MCPA certification prep: 5 tracks, 67 lessons, 505 practice questions
Interactive agent simulation where you switch off retrieval, tools or verifier
Interactive decompiler simulation across nine stations
Inside an LLM Serving GPU simulation on NVIDIA L4 and GB10
Live voice conversation practice with four named AI tutors
Text conversation practice alongside voice dialogues
Four tutors — Tama, Raven, Skye and Noah — each with a Study with Tama/Raven/Skye/Noah entry point
Real-time corrections on pronunciation, grammar and word choice
Tutor restates your sentence correctly and folds in new vocabulary mid-dialogue
Explicit correction explanations (e.g. "nerveus" → "nervous" misspelling note)
Cross-session context memory so tutors remember earlier mistakes
Personal study plan adapting to goals, interests and pace
Soft, balanced and strict feedback intensity modes
Grammar, vocabulary, listening and reading exercises
Native-language interface for learners starting from scratch
Smart prompts and natural phrases when a dialogue stalls
Free conversation on any topic in your own words
iOS and Android mobile apps
Integrations
GitHub
Claude
Cursor
Codex

Who should pick Ai Engineering From Scratch, and who should pick Praktika?

  • Developer wanting deep AI knowledge
    Pick: Ai Engineering From Scratch

    This curriculum builds algorithms from raw math, providing the deep understanding needed for AI engineering roles.

  • Intermediate English learner seeking speaking practice
    Pick: Praktika

    Praktika's AI tutors offer real-time conversation practice with instant pronunciation and grammar correction.

  • CS student on a budget
    Pick: Ai Engineering From Scratch

    It's free and open source, covering from linear algebra to autonomous agents, perfect for supplementing coursework.

  • Polyglot wanting to practice multiple languages
    Pick: Praktika

    Praktika supports multiple languages and lets you switch between AI tutors, ideal for maintaining fluency.

  • Advanced developer tired of AI hype
    Pick: Ai Engineering From Scratch

    No hand-holding, no videos; just math and code. For those who want substance over surface-level tutorials.

Frequently Asked Questions

Ai Engineering From Scratch vs Praktika: which should you choose?

These tools serve entirely different needs. Ai Engineering From Scratch is a free, in-depth curriculum for developers who want to master AI from first principles. Praktika is a freemium mobile app for intermediate language learners who want conversational speaking practice. Choose based on your primary goal: technical AI depth or language fluency.

Which tool is better for learning AI?

Ai Engineering From Scratch is specifically designed for learning AI from first principles, while Praktika is for language learning.

Can I use Praktika to learn technical programming topics?

No, Praktika focuses on natural language conversation, not programming or AI concepts.

Is Ai Engineering From Scratch suitable for absolute beginners in programming?

It assumes some programming familiarity; absolute beginners may struggle. It's best for those with basic coding skills.

Does Praktika offer a free trial of premium features?

The free tier includes limited daily practice; premium features require a subscription.

Are there videos in Ai Engineering From Scratch?

No, it uses text-based lessons with code examples. No video content.

Can I use Praktika on desktop?

No, it is a mobile app only (iOS and Android).

Is Ai Engineering From Scratch really free?

Yes, it is fully free and open source under MIT license. No paid tiers.

How many languages can I learn with Praktika?

Praktika supports multiple languages including English, Spanish, French, etc. Exact list not specified but multiple are available.

What else are Ai Engineering From Scratch and Praktika compared with?

Where can you read more about Ai Engineering From Scratch and Praktika?

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