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BeeGass authored Feb 22, 2022
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<b>First Order Results</b><br>
</h2>

| Model | Code | Config | Paper | Animations | Samples |
|-----------------------------------------|-------|---------|---------------------------------------------------|----------------|---------|
| Gradient Descent |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Stochastic Gradient Descent |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Batch Gradient Descent |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Mini-Batch Gradient Descent |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| SGD w/ Momentum |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Nesterov's Gradient Acceleration |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| AdaGrad(Adaptive Gradient Descent) |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| AdaDelta |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| RMS-Prop (Root Mean Square Propagation) |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Adam(Adaptive Moment Estimation) |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Adamw |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |

| Model | PyTorch | Jax/Flax | Flux | Config | Paper | Animations | Samples |
|:--------------------------------------- |:-------:|:--------:|:-------:|:-------:|:-------- |:----------:|:-------:|
| Gradient Descent | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Stochastic Gradient Descent | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Batch Gradient Descent | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Mini-Batch Gradient Descent | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| SGD w/ Momentum | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Nesterov's Gradient Acceleration | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| AdaGrad(Adaptive Gradient Descent) | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| AdaDelta | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| RMS-Prop (Root Mean Square Propagation) | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Adam(Adaptive Moment Estimation) | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Adamw | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |

----
<h2 align="center">
<b>Second Order Results</b><br>
</h2>

| Model | Code | Config | Paper | Animations | Samples |
|-----------------------------------------|-------|---------|---------------------------------------------------|----------------|---------|
| Newton's Method |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Secant Method |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Davidson-Fletcher-Powell (DFP) |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Broyden-Fletcher-Goldfarb-Shanno (BFGS) |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Limited-memory BFGS (L-BFGS) |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Newton-Raphson |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Levenberg-Marquardt |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Powell's method |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Steepest Descent |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Truncated Newton |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |
| Fletcher-Reeves |&#9744;| &#9744; | [Link]() | **TBA** | **TBA** |

| Model | PyTorch | Jax/Flax | Flux | Config | Paper | Animations | Samples |
|:--------------------------------------- |:-------:|:--------:|:-------:|:-------:|:-------- |:----------:|:-------:|
| Newton's Method | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Secant Method | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Davidson-Fletcher-Powell (DFP) | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Broyden-Fletcher-Goldfarb-Shanno (BFGS) | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Limited-memory BFGS (L-BFGS) | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Newton-Raphson | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Levenberg-Marquardt | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Powell's method | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Steepest Descent | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Truncated Newton | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |
| Fletcher-Reeves | &#9744; | &#9744; | &#9744; | &#9744; | [Link]() | **TBA** | **TBA** |

### Citation
```bib
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