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2025-08

2025-08-29

Pico NeoPixel Driver

NeoPixelConnect

In-Memory Computation (IBM Europ)

In-memory Hyperdimensional Computing. Geethan Karunaratne . July 27th 2020

In-Memory Computation (Analog Computation)
Limitation on Scale.
Analog has its limitation in resoultion.
So, Use Digital In between Analog Module .
Brain Solve that by Spiking.
IMC is like a Complex Neuron.

2025-08-28

Event Camera for Pi genx320

genx320

The Redwood Center for Theoretical Neuroscience

The Redwood Center for Theoretical Neuroscience

History of Redwood Center

  • The book On Intelligence. (Hawkins in collaboration with Sandra Blakeslee, NY Times)
  • Development of the Hierarchical Temporal Memory (HTM) model of cerebral cortex, which formed the basis of startup Numenta. (George/Hawkins)
  • Discovery that spike timing in LGN neurons is phase-locked to retinal oscillations and transmits a parallel stream of information to cortex. (Koepsell/Sommer in collaboration with Judith Hirsch lab, USC)
  • Development of a novel sparse coding algorithm that accounts for the diversity of receptive fields found in cortical area V1. (Sommer in collaboration with Martin Rehn, KTH Stockholm)
  • A critical analysis of what is actually understood about the function of cortical area V1. (Olshausen in collaboration with David Field, Cornell)
  • Development of an information-maximization theory of spike timing dependent plasticity (STDP). (Bell, in collaboration with Lucas Parra, CUNY)
  • A rigorous comparison of ICA and PCA in terms of actual coding efficiency for natural images. (Bethge)
  • Analysis of the conditions under which dendritic inputs combine super-linearly within dendrites. (Lauritzen)
  • Development of a theory of predictive coding in the thalamo-cortical loop. (Softky)
  • Development of population coding models based on random distributed representation in high-dimensional spaces. (Kanerva)
  • RNI was funded by the Strauss-Hawkins Trust. Its assets were gifted to UC Berkeley to establish the Redwood Center for Theoretical Neuroscience, and most of its staff transferred there in July 2005. The gift funds an endowment that supports ongoing programs of the Redwood Center, in addition to the graduate program and administration of the Helen Wills Neuroscience Institute.

Numenta

Sparse Distributed Memory

Sparse Distributed Memory

This is an implementation of SDM created by Pentti Kanerva in 1988. SDM is a mathematical model that has some cognitive properties.

It was used to make simulations in my master thesis oriented by Ph.D. Alexandre Linhares. I would like to thanks him and M.Sc. Daniel Chada for their friendship and all their contributions to my thesis.

SDM_AI

TypePad will close at 2025/09/30

So I move my book reading catalog to here.

My Reading

偶爾會看到早期自己的文章 會覺得 那個人是誰啊? 所以保不保存 其實那個過去都已經陌生了

2025-08-27

GPT family models parameters sizes

Table 2: Predicted sizes (billions of parameters) of GPT family models.

Model Parameters
GPT-5 (high) 635
GPT-5 (medium) 330
GPT-5 mini (high) 149
GPT-5 (low) 125
GPT-5 mini (medium) 85
gpt-oss-120B (high) 82
GPT-5 (minimal) 57
GPT-4.1 31
gpt-oss-20B (high) 29
GPT-5 mini (minimal) 27
GPT-4.1 mini 27
GPT-4o (Nov ’24) 26
GPT-5 nano (high) 18
GPT-5 nano (medium) 15
GPT-5 nano (minimal) 8
GPT-4.1 nano 7

Digital Simulation Tool

Digital

Digital is an easy-to-use digital logic designer and circuit simulator designed for educational purposes.

bagel-ai language model

bagel-ai

Neuro-vector-symbolic architectures

Neuro-vector-symbolic architectures

Micro-LM

Micro-LM

MicroVSA

MicroVSA

LeHDC: Learning-Based Hyperdimensional Computing Classifier

LeHDC: Learning-Based Hyperdimensional Computing Classifier

2025-08-25

Review

Harp

SyncV Specification

2025-08-22

HDC Use on Control

Intelligent Systems and Control Laboratory (ISCL)

2025-08-20

Neuromatch Academy

Neuromatch Academy?

Neuromatch computational neuroscience course!

Neuromatch NeuroAI Course!

Neuromatch Academy

Advancing Computer Vision & Spatial AI, Openly

kornia

Nengo Github

Nengo

tcstewar

XCHOO Spaun 2.0

Centre for Theoretical Neuroscience archive

Applied Brain Research

Applied Brain Research

2025-08-19

Spiking Neuron Models Single Neurons, Populations, Plasticity

Spiking Neuron Models


True Competitor

SpikeGadgets


PDF Crop Margins

PDF Crop Margins

MinerU PDF to MD format test

MinerU Github

Example

Generailized Event Camera

Math equation failed conversion.


2025-08-18

Embedded GO

Embedded GO

Tiny GO

PPS Technical Considerations

PPS Technical Considerations

2025-08-15

NeuroChip3 from Fetz Lab

NeuroChip3 Lab

PicoCalc Micropython

PicoCalc Micropython

Awsome PicoCalc

2025-08-14

Pico use Rust

Pico Pico - Embedded Programming with Rust

PipelineC HDL

PipelineC

A C-like(1) hardware description language (HDL)(2) adding high level synthesis(HLS)-like automatic pipelining(3) as a language construct/compiler feature.

PipelineC YT Channel

COLA-Net: Collaborative Attention Network for Image Restoration

COLA-Net

Micro Lisp uLisp

uLisp

uLisp on PicoCalc

NikhilMukraj spiking-neural-networks-hardware

spiking-neural-networks-hardware

2025-08-13

Introduction to Neuroscience by Alex Reynolds, PhD

Introduction to Neuroscience

NEF Models

Spiker FPGA NN

Spiker

Spiker: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge

Spiker Video

Clockworkpi PicoCal

PicoCal

Bootloader Releas

PicoCalc Hello World

Nengo Tutorial Blog

Nengo Tutorial Blog

studywolf blog

studywolf control

2025-08-12

open-neuromorphic

open-neuromorphic

Computational Neuroscience Research Group Waterloo

Computational Neuroscience Research Group Waterloo

2025-08-11

Event-based Moving Object Detection and Tracking

BetterFlow

OpenMV Event Camera GENX320

GENX320 Event Camera Module

GENX320 Event Vision Mode

Event Camera Wiki

Spaun 2.0 (How to Build a Brain)

Spaun 2.0

LFADS

LFADS

Chips With Neural Tissue Aim to Make AI More Energy Efficient

Chips With Neural Tissue Aim to Make AI More Energy Efficient

2025 Telluride Neuromorphic Cognition Engineering Workshop

2025 Telluride Neuromorphic Cognition Engineering Workshop

Neuromorphic Workshop Telluride

Neuro Symbolic AI

PyReason

2025-08-08

Stanford Brain In Silicon

Brain In Silicon

MaxWell BioSystem (MEA)

MaxWell BioSystem (MEA)

Neuronal Dynamics online book

From single neurons to networks and models of cognition

Neuronal Dynamics online book

2025-08-07

Neural Computation lectures

Neural Computation lectures

VS265: Neural Computation - Fall 2024

ConceptNet

ConceptNet

VSA On Line

VSAONLINE

2025-08-06

UBC Medicine Neuroanatomy

UBC Medicine Neuroanatomy S1

UBC Medicine Neuroanatomy S2

UBC Medicine Neuroanatomy S3

Neural Data Science — Philipp Berens, 2021

Neural Data Science — Philipp Berens, 2021

Spiking Neural Network on FPGA

Spiking Neural Network on FPGA

Body state, sensory signals commingle in mouse whisker cortex

Body state, sensory signals commingle in mouse whisker cortex

Share your data

Mendeley

2025-08-05

BCI

Brain Gate

Hyperdimensional Computing

Tutorial on Hyperdimensional Computing

Hyperdimensional Computing aka Vector Symbolic Architectures

A very good aggreation web site

Neuro Symbolic

HDC Tutorial

HyperdimensionalComputing Collection Projects

YT Search Pentti+Kanerva

A New Approach to Computation Reimagines Artificial Intelligence

course-computing-with-high-dimensional-vectors

2025-08-04

Neurosymbolic Programming for Science Video

Neurosymbolic Programming for Science

neurosymbolic

Nengo

Nengo

Vector Symbolic Architecture or Algebra (VSA)

VSA

Neuroanatomy Online

Neuroanatomy Online

UTH Resources

2025-08-01

White Rabbit use Harp (core.pico)

harp.device.white-rabbit

MAX1000 Schematic

Trenz Max1000

Trenz Max1000 Schematic PDF