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.
Quick search
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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Open Data

ARM Cortex-M Documentation

Arm · All levels · catalog

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Open Data

Allen Brain Atlas

Allen Institute · All levels · dataset

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Open Data

Andrej Karpathy (YouTube)

Andrej Karpathy · All levels · video

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Open Data

Anthropic HH-RLHF Dataset

Hugging Face · All levels · dataset

Visit
Open Data

ArXiv Bulk Data Access

arXiv · Intermediate · dataset

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Open Data

Autoware Foundation

Autoware · All levels · catalog

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Open Data

Autoware Foundation

github.com · All levels · dataset

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Open Data

BCI Competition Datasets

BCI Competition · All levels · dataset

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Open Data

CERN Open Data

CERN · Advanced · dataset

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Open Data

Common Crawl

Common Crawl · Advanced · dataset

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Open Data

DeepLearning.AI (YouTube)

DeepLearning.AI · All levels · video

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Open Data

ESP32 Technical Reference Manuals

Espressif · All levels · catalog

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Open Data

FLAN Instruction Dataset

Hugging Face · All levels · dataset

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Open Data

FreeRTOS Kernel + Docs

FreeRTOS · All levels · catalog

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Open Data

GW Open Science Center

GWOSC · Intermediate · dataset

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Open Data

GitHub Code Dataset (codeparrot)

Hugging Face · All levels · dataset

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Open Data

Hugging Face Datasets

Hugging Face · All · catalog

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Open Data

IBM Quantum Textbook

IBM · All levels · catalog

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Open Data

KITTI Vision Dataset

KITTI · All levels · dataset

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Open Data

Kaggle Datasets

Kaggle · Foundational · catalog

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Open Data

LAION-5B

LAION · Advanced · dataset

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Open Data

MIT OCW Computer Science Notes

MIT OCW · All levels · catalog

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Open Data

MIT OCW Flight Dynamics Notes

MIT OCW · All levels · catalog

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Open Data

MIT OCW Mathematics Notes

MIT OCW · All levels · catalog

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Open Data

MITRE ATT&CK

MITRE · All levels · dataset

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Open Data

NASA Lessons Learned (LLIS)

NASA · All levels · catalog

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Open Data

NASA Systems Engineering Handbook

NASA · All levels · reference

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Open Data

NASA Technical Reports Server (NTRS)

NASA · All levels · search

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Open Data

NIST Cryptography Publications

NIST · All levels · reference

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Open Data

NIST Zero Trust Architecture

NIST · All levels · reference

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Open Data

NVD Vulnerability Database

NIST · All levels · catalog

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Open Data

NVIDIA Omniverse

NVIDIA · All levels · catalog

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Open Data

NeuroTechX · awesome-neurotech

GitHub · All levels · repository

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Open Data

OSSU Computer Science Curriculum

OSSU · All levels · catalog

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Open Data

OWASP Top 10

OWASP · All levels · reference

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Open Data

Open Images Dataset

Google · Intermediate · dataset

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Open Data

Open-Source Neuroscience

GitHub · All levels · catalog

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Open Data

OpenAssistant OASST1

Hugging Face · All levels · dataset

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Open Data

OpenCores

OpenCores · All levels · catalog

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Open Data

OpenML

OpenML · All · catalog

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Open Data

OpenML Dataset Repository

OpenML · All levels · catalog

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Open Data

OpenNeuro Datasets

OpenNeuro · Intermediate · dataset

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Open Data

OpenStax Mathematics Textbooks

OpenStax · All levels · catalog

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Open Data

OpenStax Physics

OpenStax · All levels · catalog

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Open Data

OpenWebText2

OpenWebText · Advanced · dataset

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Open Data

PhysioNet Biomedical Signals

PhysioNet · All levels · dataset

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Open Data

Project Gutenberg

Project Gutenberg · Foundational · dataset

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Open Data

ProofWiki Export

ProofWiki · All levels · dataset

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Open Data

Quantum Algorithm Zoo

NIST · All levels · catalog

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Open Data

ROS Wiki

Open Robotics · All levels · catalog

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Open Data

RedPajama Dataset

Together · Advanced · dataset

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Open Data

Robotics Book Notes

GitHub · All levels · catalog

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Open Data

Robotics Book Notes

github.com · All levels · dataset

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Open Data

SPIE Course Materials

SPIE · All levels · catalog

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Open Data

Sentdex (YouTube)

Sentdex · All levels · video

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Open Data

Spacekit Orbital Mechanics Notes

GitHub · All levels · catalog

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Open Data

Stack Exchange Data Dump

Stack Exchange · All levels · dataset

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Open Data

StatQuest Companion Datasets

StatQuest · All levels · dataset

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Open Data

StatQuest Datasets

github.com · All levels · dataset

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Open Data

TUM Vision Datasets

TUM · All levels · dataset

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Open Data

The Pile

EleutherAI · Advanced · dataset

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Open Data

The Pile (EleutherAI)

EleutherAI · All levels · dataset

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Open Data

TheAlgorithms Repository

GitHub · All levels · catalog

Visit
Open Data

TheAlgorithms · Python

GitHub · All levels · repository

Visit
Open Data

UCI Machine Learning Repository

UCI · All · catalog

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Open Data

UCI Machine Learning Repository

UCI · All levels · catalog

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Open Data

Wikimedia Dumps

Wikimedia · Foundational · dataset

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Open Data

Wikipedia English Dumps

Wikimedia · All levels · dataset

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Open Data

arXiv Mathematics Archive

arXiv · All levels · catalog

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Open Data

arXiv Quantum Physics Archive

arXiv · All levels · catalog

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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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