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A fast, ergonomic and portable tensor library in Nim with a deep learning focus for CPU, GPU and embedded devices via OpenMP, Cuda and OpenCL backends

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See https://github.com/arogozhnikov/einops And code comparison vs PyTorch https://arogozhnikov.github.io/einops/pytorch-examples.html

ergonomics

opening this issue to track ideas for how to port Halide to nim. This could be either using halide in Nim via: * A1: a wrapper (eg using nimterop) or...

`import arraymancer` was just broken for me due to an issue with my local `untar` version. I got curious why Arraymancer actually needs this and noticed that the default import...

build

See https://ci.appveyor.com/project/mratsim/arraymancer/builds/25128064/job/iq1o3vh55p65g8ba#L674

Windows
32-bit

NVIDIA Dali can be used as inspiration - https://github.com/NVIDIA/DALI

Hello, Thanks for your good DL framework. I implemented simple cifar-10 classification using Arraymancer. The demo is placed here ( https://github.com/cashiwamochi/nim_dl ) . How do you think about adding this...

feature
Vision

See fast.ai - announcement: http://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html - paper: https://arxiv.org/abs/1801.06146 - course: http://course.fast.ai/lessons/lesson10.html ![image](https://user-images.githubusercontent.com/22738317/44593584-1a366080-a7c4-11e8-826f-78e7c057e17e.png)

state-of-the-art research
NLP

See https://colfaxresearch.com/cfxkmeans/

optimization

Seems to be key for RNNs to learn long-term dependencies. Foundational paper: Exact solutions to the nonlinear dynamics of learning in deep linear neural networks 2013, Saxe et al, https://arxiv.org/abs/1312.6120...

ML is notoriously hard to test as an error in the output of a model can be due to: - not enough data - model architecture not suitable - implementation...

tests