Resource Vault

Curated courses, labs, and research.

Explore vetted resources or drill down by category to focus your learning.

Data hall of learning pathways and resource connections.
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Jump to a category or open the global library.

Category guide

Start with AI development, machine learning, and data analysis for foundation, then move into BCI, neuroscience, embedded systems, robotics, and quantum tracks. Marketing AI and analytics resources help you ship and grow real deployments.

Intelligence Augmentation Focus

Build IA systems with a hybrid roadmap: math foundations, ML algorithms, and human-in-the-loop workflows.

Consciousness Systems Map

Study the interplay of neuroscience, physics, and physiology with frontier engineering tracks and evidence-labeled research prompts.

Open-source courses + resources

This vault curates open-source courses, university lectures, labs, and public research tools across AI, neuroscience, engineering, and intelligence augmentation.

Courses — open university syllabi and lecture series.
Labs — hands-on tutorials with real datasets and experiments.
Repositories — toolkits, codebases, and reproducible pipelines.
References — canonical texts, papers, and standards.

YouTube course hub

Video-only view of open-source YouTube courses and lecture series across every topic.

LLM training data vault

Browse open datasets and index local training data for fast AI lookup, RAG workflows, and dataset planning.

Focused SEO hubs

Jump into specialized pages for marketing AI, AI development, intelligence augmentation, and curated course stacks.

Open Data

Autoware Foundation

github.com · All levels · dataset

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Open Data

Robotics Book Notes

github.com · All levels · dataset

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Open Data

StatQuest Datasets

github.com · All levels · dataset

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Open Data

NeuroTechX · awesome-neurotech

GitHub · All levels · repository

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Open Data

TheAlgorithms · Python

GitHub · All levels · repository

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Open Data

Anthropic HH-RLHF Dataset

Hugging Face · All levels · dataset

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Open Data

NIST Zero Trust Architecture

NIST · All levels · reference

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Open Data

NVIDIA Omniverse

NVIDIA · All levels · catalog

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Quantum Computing

Quantum Computing

Quantum Information Processing (QIP/APS talks)

YouTube · All levels · video

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Quantum Computing

Quantum Complexity Theory

YouTube · All levels · video

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Quantum Computing

NISQ Era Quantum Computing

YouTube · All levels · video

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Quantum Computing

Quantum Error Correction

YouTube · All levels · video

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Quantum Computing

Quantum Algorithms (Shor, Grover, QFT)

YouTube · All levels · video

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Quantum Computing

Google Quantum AI

YouTube · All levels · video

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Bioinformatics

Bioinformatics

NeuroTechX (YouTube)

NeuroTechX · All levels · video

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Bioinformatics

Huberman Lab (YouTube)

Huberman Lab · All levels · video

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Bioinformatics

BCI Guys (YouTube)

BCI Guys · All levels · video

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Bioinformatics

WGLab (GitHub Organization)

GitHub · Intermediate · org

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Bioinformatics

Galaxy Project

Galaxy · Intermediate · platform

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Bioinformatics

UCSC Genome Browser

UCSC · Intermediate · tool

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Machine Learning

Machine Learning

Sentdex (YouTube)

Sentdex · All levels · video

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Machine Learning

Andrej Karpathy (YouTube)

Andrej Karpathy · All levels · video

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Machine Learning

DeepLearning.AI (YouTube)

DeepLearning.AI · All levels · video

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Machine Learning

The Elements of Statistical Learning (free PDF)

Hastie/Tibshirani/Friedman · Advanced · textbook

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Machine Learning

scikit-learn Documentation

scikit-learn · Intermediate · docs

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Neuroscience

Neuroscience

NeuroTechX (YouTube)

NeuroTechX · All levels · video

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Neuroscience

Huberman Lab (YouTube)

Huberman Lab · All levels · video

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Neuroscience

BCI Guys (YouTube)

BCI Guys · All levels · video

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Neuroscience

Neural Data Science

Neuromatch · Intermediate · course

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Neuroscience

Neural Interfaces Overview (YouTube)

YouTube · Intermediate · video

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Neuroscience

Neurodata Without Borders (NWB)

NWB · Intermediate · docs

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Computer Vision

Computer Vision

Sentdex (YouTube)

Sentdex · All levels · video

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Computer Vision

Andrej Karpathy (YouTube)

Andrej Karpathy · All levels · video

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Computer Vision

DeepLearning.AI (YouTube)

DeepLearning.AI · All levels · video

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Computer Vision

CS231n: Convolutional Neural Networks for Visual Recognition

Stanford · Intermediate · course

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Computer Vision

COCO Dataset

COCO · Intermediate · dataset

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Computer Vision

ImageNet Dataset

ImageNet · Intermediate · dataset

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Aerospace

Aerospace

Re-entry and Hypersonic Flight

YouTube · All levels · video

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Aerospace

Space Environment and Radiation

YouTube · All levels · video

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Aerospace

Space Mission Design

YouTube · All levels · video

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Aerospace

Interplanetary Trajectories

YouTube · All levels · video

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Aerospace

Satellite Systems Engineering

YouTube · All levels · video

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Aerospace

Launch Vehicle Design

YouTube · All levels · video

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FPGA/HDL

ASIC vs FPGA Design

YouTube · All levels · video

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FPGA/HDL

ASIC-World Verilog Tutorial

ASIC-World · Foundational · tutorials

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FPGA/HDL

Awesome FPGA

GitHub · All levels · catalog

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FPGA/HDL

DigiKey (YouTube)

DigiKey · All levels · video

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FPGA/HDL

EDA Tools (Synthesis, P&R)

YouTube · All levels · video

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FPGA/HDL

FPGA Architecture Basics

YouTube · All levels · video

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FPGA/HDL

FPGA DSP Design

YouTube · All levels · video

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FPGA/HDL

FPGA Timing Analysis

YouTube · All levels · video

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FPGA/HDL

FPGA4Fun

FPGA4Fun · Foundational · tutorials

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FPGA/HDL

FPGA4Student

FPGA4Student · Foundational · tutorials

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FPGA/HDL

Gowin EDU Tutorials

Gowin · Foundational · tutorials

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FPGA/HDL

HDLBits

HDLBits · Foundational · interactive

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FPGA/HDL

Hardware Acceleration for AI (FPGA)

YouTube · All levels · video

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FPGA/HDL

Intel FPGA (Quartus) Tutorials

YouTube · All levels · video

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FPGA/HDL

MIT Digital Systems (HDL)

YouTube · All levels · video

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FPGA/HDL

NPTEL FPGA and VLSI

YouTube · All levels · video

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FPGA/HDL

Nandland (YouTube)

Nandland · All levels · video

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FPGA/HDL

Open-Source HDL (Yosys, Verilator)

YouTube · All levels · video

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FPGA/HDL

Phil's Lab (YouTube)

Phil's Lab · All levels · video

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FPGA/HDL

Project F

Project F · Foundational · tutorials

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FPGA/HDL

SoC FPGA Design (ARM + FPGA)

YouTube · All levels · video

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FPGA/HDL

SystemVerilog for Design

YouTube · All levels · video

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FPGA/HDL

VHDL Complete Course

YouTube · All levels · video

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FPGA/HDL

Verilog HDL Full Course

YouTube · All levels · video

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FPGA/HDL

Verilog HDL Guide

Verilog.com · Foundational · docs

Visit
FPGA/HDL

Xilinx / AMD FPGA Tutorials

YouTube · All levels · video

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FPGA/HDL

ZipCPU

ZipCPU · Intermediate · articles

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Open-source courses FAQ

Are these resources free?
Most entries are open-source or freely accessible; paid items are labeled.
How are resources selected?
We prioritize reputable sources, clear learning outcomes, and reproducible methods.
Can I request a resource?
Yes—use the Community hub to suggest additions.
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