Hi, this is my first post. I want to implement the latest HTM, but I want a 1 compact and detailed pseudo code. Until BAMI is updated, is there such a resource? Do you use fully-connected layers? Is it possible to do it as tensor operations (To just use any TF & PyTorch library)? I think a “Imple…

Currently, I’m re-reading BAMI.

[image] sherif7810: Until BAMI is updated, is there such a resource? I will suggest this JavaScript implementation built by @Paul_Lamb here: [image] GitHub - htm-community/htm.js: Lightweight Browser-Based Javascript... Lightweight Browser-Based Javascript Hierarchical Temporal M…

Implementation options: OOP style (Like HTM.js): classes for column, synapse, neuron, etc and each class has a vector with list of connected items. Some way to do it once with math ops. Which is easier?

I’m currently searching through available implementations.

It is pretty much a personal preference, honestly.

It’s not too difficult to implement a relatively complement HTM. (Compared to NNs.) But it still is a lot of work. My personal preference is to go with a Data oriented Design (Like what PyTorch and a lot of other DL library does. It promotes deep knowledge of the underneath system and reduces depen…

[image] sherif7810: I’m currently searching through available implementations. I think python would be ideal because it’s easy, popular and powerful, but people have talked about implementing HTM algorithms in languages that would easily allow it to scale across clusters like Elixir and Pony. …

[image] jordan.kay: I wonder how amenable it is to GPU matrix operations. The best longterm architecture maybe something like a cluster of GPU machines. It’s something I’m currently working on, so might not be accurate. HTM can be somewhat efficient on GPU by storing cell state in the GPU’s l…

I’m considering either Python or Rust: Python advantages: PyTorch & TF. I use both. Rust advantage: NDArray & Rustsim . They seem to give some flexibility, but I never used them before and I need to improve my system programming skills. It’s highly likely I’ll choose Python. But re-reading once w…

How to easily implement your HTM?

Engineering

Topic		Replies	Views
Trying to implement HTM theory using Julia Engineering	21	2466	January 25, 2018
Is HTM simple neural network? NuPIC	19	1658	February 2, 2020
I've used the backpropagation algorithm to implement HTM Implementations htm-implementations	17	1697	January 23, 2019
A flexable framework for HTM algorithms. (And another HTM implementation no one asked for) Implementations htm-implementations	27	2271	March 2, 2019
Other HTM projects Implementations htm-implementations , htm , projects , nupic-wiki	8	4507	July 11, 2019

How to easily implement your HTM?

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