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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Physics Simulation

AMReX-Codes · amrex

GitHub · All levels · repository

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Physics Simulation

AMReX-Codes · amrex-tutorials

GitHub · All levels · repository

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Physics Simulation

Computational Electromagnetics (FDTD)

YouTube · All levels · video

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Physics Simulation

Computational Physics with Python

YouTube · All levels · video

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Physics Simulation

DedalusProject · dedalus

GitHub · All levels · repository

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Physics Simulation

FEniCS · dolfinx

GitHub · All levels · repository

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Physics Simulation

Finite Element Method (FEM)

YouTube · All levels · video

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Physics Simulation

High-Performance Scientific Computing

YouTube · All levels · video

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Physics Simulation

MIT Computational Physics (OCW playlists)

YouTube · All levels · video

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Physics Simulation

MIT OpenCourseWare (YouTube)

MIT OpenCourseWare · All levels · video

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Physics Simulation

Molecular Dynamics Simulation

YouTube · All levels · video

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Physics Simulation

Monte Carlo Simulation

YouTube · All levels · video

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Physics Simulation

NanoComp · meep

GitHub · All levels · repository

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Physics Simulation

Numerical PDE Solvers

YouTube · All levels · video

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Physics Simulation

OpenFOAM · OpenFOAM-dev

GitHub · All levels · repository

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Physics Simulation

PBS Space Time (YouTube)

PBS Space Time · All levels · video

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Physics Simulation

PlasmaPy · PlasmaPy

GitHub · All levels · repository

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Physics Simulation

QuTiP · qutip

GitHub · All levels · repository

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Physics Simulation

Quantum System Simulation

YouTube · All levels · video

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Physics Simulation

Stanford Computational Methods in Physics

YouTube · All levels · video

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Physics Simulation

astropy · astropy

GitHub · All levels · repository

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Physics Simulation

dealii · dealii

GitHub · All levels · repository

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Physics Simulation

einsteinpy · einsteinpy

GitHub · All levels · repository

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Physics Simulation

princetonuniversity · athena

GitHub · All levels · repository

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Physics Simulation

su2code · SU2

GitHub · All levels · repository

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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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