LeetLLM vs Ai_Engineering

Master the skills needed to design, train, and deploy production-grade Artificial Intelligence and Large Language Model (LLM) systems. LeetLLM is a progressive, curriculum-driven learning platform built specifically for software developers, ML engineers, and computer science students. Unlike passive tutorials, LeetLLM focuses on active, hands-on understanding. Learn how transformer architectures function from the ground up, implement backpropagation from scratch, optimize tensor shapes in PyTorch, and master distributed LLM serving. ### Key Features: - **158 Progressive Lessons:** Walk through a structured, 14-phase roadmap covering python for AI, NumPy, linear algebra, probability, PyTorch training loops, Retrieval-Augmented Generation (RAG), and agentic workflows. - **Interactive Quizzes & Scoring:** Reinforce your understanding with active quiz challenges. The app tracks your attempts and saves your best scores. - **Fully Offline-First:** Study and read lessons, review diagrams, and test yourself anywhere. The entire curriculum and all interactive resources are fully pre-bundled inside the app. - **AI & ML Glossary:** Instant access to a rich directory of 320+ technical terms, formulas, and architectural definitions. - **Progress Syncing:** Log in securely via email to sync your read history and quiz accomplishments across devices, or use the app completely as a Guest. ### Curriculum Covered: 1. **AI Foundations:** NumPy tensor shapes, broadcasting, data structures, and probability. 2. **Machine Learning from Scratch:** Backpropagation mechanics, linear regression, gradient descent, and PyTorch training loops. 3. **Core LLM Architectures:** Transformer self-attention, tokenizers, decoding algorithms, and beam search. 4. **Production System Design:** Feature pipelines, ranking, forecasting, model monitoring, and A/B testing. 5. **Advanced Lab Builds:** Shipping document QA products, fine-tuning classifiers, deploying evaluation dashboards, and building production LLM agents. Take control of your AI engineering path. Build implementation speed, master the underlying math, and gain the credentials to deploy production-grade machine learning systems.

Become an AI engineer—starting exactly where you are. Ai_Engineering is a complete, interactive learning environment for iPhone, iPad, and Mac. It begins with computing, Python, and mathematical intuition, then builds toward language models, retrieval, agents, evaluation, multimodal systems, inference, safety, infrastructure, and principal-level 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 real trade-offs • 80 guided concept exercises • Progressive hints that help without giving the answer away BUILD A PORTFOLIO Complete 40 practical projects across beginner, intermediate, and advanced levels. Every build includes an editable workspace, milestones, local checks, and a clear outcome you can explain in an interview. YOUR PRIVATE AI TUTOR Ask questions from any lesson or project. Tutor Core explains ideas patiently from basic arithmetic upward, uses the current learning context, and can run offline. On compatible devices, Apple on-device intelligence adds private generative tutoring. Connecting an external provider is always optional. SEE YOUR AI TAKE SHAPE Every completed lesson, course component, and project milestone contributes to a living AI-construction visualization. Watch the neural system assemble as your skill grows. DESIGNED FOR SERIOUS PROGRESS Earn XP, build streaks, bookmark material, track skill readiness, choose daily goals, and move naturally between iPhone, iPad, and Mac. START FREE Download and begin without an account. The first module of every course is free, so you can experience the lessons, exercises, saved progress, and offline-first learning flow before deciding whether to upgrade. AI_ENGINEERING PRO Pro unlocks the complete 40-course curriculum, all 400 lessons and 140 code labs, all 40 portfolio projects, contextual Tutor Core, and the full progress experience across iPhone, iPad, and Mac. Choose Pro Monthly or Pro Annual. Eligible new subscribers can start with a 7-day free trial. The localized price and renewal period are shown before purchase. Payment is charged to your Apple Account when you confirm. The subscription renews automatically unless cancelled at least 24 hours before the end of the current period. You can restore purchases in the app and manage or cancel from Apple Account subscription settings. If a subscription expires or is cancelled, completed progress remains saved and the free tier remains available. Terms of Use (EULA): https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://www.lukekevinmclaughlin.com/privacy