arrayfire / arrayfire/arrayfire-ml

TODO List for 0.1 release

Aperta
#17 53 commenti 1 reazione 0 assegnatari Vedi su GitHub
feature
Lingua principale
C++
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105
Fork
22
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Nessuna PR unita negli ultimi 30g

Descrizione

### Base Classes
- [x] [nn::Module](https://github.com/arrayfire/arrayfire-ml/pull/30)
- [x] [autograd::Variable](https://github.com/arrayfire/arrayfire-ml/pull/30)
- [x] [Solver](https://github.com/arrayfire/arrayfire-ml/issues/35)
- [x] [nn::Loss](https://github.com/arrayfire/arrayfire-ml/issues/34)

### Autograd
- [x] Broadcasting [(sum, tile)](https://github.com/arrayfire/arrayfire-ml/pull/30)
- [x] [Math](https://github.com/arrayfire/arrayfire-ml/pull/30) (exp, pow, abs, sqrt, log)
- [x] Binary ([add, subtract, multiply, divide](https://github.com/arrayfire/arrayfire-ml/pull/30), [min, max, logical operators](https://github.com/arrayfire/arrayfire-ml/pull/32))
- [x] [matrix multiplication](https://github.com/arrayfire/arrayfire-ml/pull/30)
- [ ] [Convolutions and strided Convolutions](https://github.com/arrayfire/arrayfire-ml/issues/33)
- [ ] [Indexing and assignment](https://github.com/arrayfire/arrayfire-ml/issues/43)

### Neural Network
- [x] [Linear](https://github.com/arrayfire/arrayfire-ml/pull/30)
- [ ] [Convolve](https://github.com/arrayfire/arrayfire-ml/issues/33)
- [ ] [Pooling (Min, Max, Average)](https://github.com/arrayfire/arrayfire-ml/issues/33)
- [x] Activations: [Sigmoid, Tanh](https://github.com/arrayfire/arrayfire-ml/pull/30), [ReLU](https://github.com/arrayfire/arrayfire-ml/pull/31) and [related](https://github.com/arrayfire/arrayfire-ml/pull/32)
- [ ] [Recurrent neural networks (RNN, LSTM, GRU)](https://github.com/arrayfire/arrayfire-ml/issues/20)
- [ ] [Various Losses](https://github.com/arrayfire/arrayfire-ml/issues/34)
- [x] [Containers (Sequential)](https://github.com/arrayfire/arrayfire-ml/pull/30)
- [x] [Initializers](https://github.com/arrayfire/arrayfire-ml/issues/24)

### Solvers / Optimizers
- [x] [SGD](https://github.com/arrayfire/arrayfire-ml/issues/35)
- [x] [ADAM](https://github.com/arrayfire/arrayfire-ml/issues/35)

### Examples

Guida per i contributori

Nessuna guida per i contributori indicizzata per questo repository

Direzione di ricerca

Start by reviewing the unchecked linked issues for convolutions, indexing and assignment, recurrent neural networks, and various losses. The checklist spans multiple neural-network and autograd components, so confirm which items remain relevant before choosing a focused task. Done would require completing the agreed remaining work for the 0.1 release.

Scritto dal modello di indicizzazione a partire dal testo della issue.

Valutazione

Stack tecnologico
cpp
Ambito
machine-learning
Tipo di issue
Funzionalità
Difficoltà
5/5
Tempo stimato
Più di una settimana
Stato di attività
Ferma
Chiarezza
Da chiarire
Idoneità per principianti
20/100

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