geo2dr

Geo2DR: A Python and PyTorch library for learning distributed representations of graphs. (by paulmorio)

Geo2dr Alternatives

Similar projects and alternatives to geo2dr

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better geo2dr alternative or higher similarity.

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geo2dr reviews and mentions

Posts with mentions or reviews of geo2dr. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-24.
  • Ask HN: ML Papers to Implement
    3 projects | news.ycombinator.com | 24 Jan 2023
    I have done this a few times now. Alone (e.g. https://github.com/paulmorio/geo2dr) and in collaboration with others (e.g. https://github.com/benedekrozemberczki/pytorch_geometric_tem...) primarily as a way to learn about the methods I was interested in from a research perspective whilst improving my skills in software engineering. I am still learning.

    Starting out I would recommend implementing fundamental building blocks within whatever 'subculture' of ML you are interested in whether that be DL, kernel methods, probabilistic models, etc.

    Let's say you are interested in deep learning methods (as that's something I could at least speak more confidently about). In that case build yourself an MLP layer, then an RNN layer, then a GNN layer, then a CNN layer, and an attention layer along with some full models with those layers on some case studies exhibiting different data modalities (images, graphs, signals). This should give you a feel for the assumptions driving the inductive biases in each layer and what motivates their existence (vs. an MLP). It also gives you the all the building blocks you can then extend to build every other DL layer+model out there. Another reason is that these fundamental building blocks have been implemented many times so you have a reference to look to when you get stuck.

    On that note: here are some fun GNN papers to implement in order of increasing difficulty (try building using vanilla PyTorch/Jax instead of PyG).

Stats

Basic geo2dr repo stats
1
44
6.6
12 months ago

paulmorio/geo2dr is an open source project licensed under MIT License which is an OSI approved license.

The primary programming language of geo2dr is OpenEdge ABL.


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