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STEM Learning Pathways & Curated Resources

Structured, verified learning roadmaps pairing canonical textbooks and free university courses with AI-powered curriculum generation.

🤖 Custom AI Learning Pathway Generator

Type any technical topic. Puter.js AI will architect a rigorous, milestone-driven syllabus with mathematical prerequisites, hands-on lab projects, and recommended resources.

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Curated Engineering Roadmaps & Reference Materials

Essential open-access textbooks, university course portals, and documentation for master-level independent study.

01 / MACHINE INTELLIGENCE AI & Deep Learning

Deep Learning & Foundation Models

From backpropagation mathematics to multi-GPU LLM inference and transformer attention mechanisms.

📖 Canonical Textbooks:
  • Deep Learning — Ian Goodfellow, Yoshua Bengio, Aaron Courville
  • Pattern Recognition & Machine Learning — Christopher Bishop
  • Understanding Deep Learning — Simon J.D. Prince
🎓 Open University Courses:
  • Stanford CS231n: Deep Learning for Computer Vision
  • Stanford CS224N: Natural Language Processing with Deep Learning
  • MIT 6.S191: Introduction to Deep Learning
02 / SILICON & HARDWARE FPGA & Digital Design

Digital Logic, SystemVerilog & FPGA Architecture

RTL design from logic gates up to pipelined RISC-V processors and Xilinx Vivado hardware accelerators.

📖 Canonical Textbooks:
  • Digital Design and Computer Architecture: RISC-V Edition — Harris & Harris
  • Computer Organization and Design — Patterson & Hennessy
  • SystemVerilog for Design — Stuart Sutherland
🛠️ Practical Hands-on Resources:
  • NAND to Tetris (Building a modern computer from first principles)
  • ASIC World: Comprehensive SystemVerilog / Verilog Tutorials
  • Nandland: FPGA & Go Board hands-on tutorials
03 / BARE-METAL & EMBEDDED Embedded Systems

Bare-Metal C, ARM Cortex-M & FreeRTOS

Microcontroller registers, interrupt service routines, UART/SPI/I2C protocols, and deterministic real-time scheduling.

📖 Reference Guides & Books:
  • Mastering STM32 — Carmine Noviello
  • Mastering the FreeRTOS Real Time Kernel — Real Time Engineers
  • The Definitive Guide to ARM Cortex-M3/M4 — Joseph Yiu
🎓 Recommended Portals:
  • FastBit Embedded Brain Academy (ARM Cortex-M Bare-Metal & RTOS)
  • Valvers: Raspberry Pi & ARM Bare Metal Assembly Guides
  • Quantum Leaps Modern Embedded Software Programming (Miro Samek)
04 / SECURITY & RESILIENCE Cybersecurity

LLM Red Teaming, Cloud Security & ISO 27001

Adversarial prompt injection defense, agent authorization boundaries, critical infrastructure protection, and information security standards.

🛡️ Security Standards & Frameworks:
  • OWASP Top 10 for Large Language Model Applications
  • Red Team Leaders: Certified LLM Security Professional (CLLMSP)
  • ISO/IEC 27001:2022 Information Security Management Standards
🥋 Interactive Labs & Practice:
  • PortSwigger Web Security Academy (Free interactive labs)
  • SEI CERT C/C++ Secure Coding Standards
  • OPSWAT Academy: Critical Infrastructure Protection (ICIP)
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