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SmartSim API Updates #772

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2 changes: 2 additions & 0 deletions doc/changelog.md
Original file line number Diff line number Diff line change
Expand Up @@ -52,6 +52,7 @@ Description

- Implement workaround for Tensorflow that allows RedisAI to build with GCC-14
- Add instructions for installing SmartSim on PML's Scylla
- Fix typos in documentation

Detailed Notes

Expand All @@ -67,6 +68,7 @@ Detailed Notes
have yet to be installed at a system-wide level. Scylla has
its own entry in the documentation.
([SmartSim-PR733](https://github.com/CrayLabs/SmartSim/pull/733))
- Fix typos in the `train_surrogate` tutorial documentation


### 0.8.0
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4 changes: 2 additions & 2 deletions doc/tutorials/ml_training/surrogate/README.md
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Expand Up @@ -3,6 +3,6 @@

In this example, a neural network is trained to act like a surrogate model and to solve a
well-known physical problem, i.e. computing the steady state of heat diffusion. The training
dataset is constructed by running simualations *while* the model is being trained.
dataset is constructed by running simulations *while* the model is being trained.

The notebook also displays how the surrogate model prediction improves during training.
The notebook also displays how the surrogate model prediction improves during training.
2 changes: 1 addition & 1 deletion doc/tutorials/ml_training/surrogate/train_surrogate.ipynb
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Expand Up @@ -15,7 +15,7 @@
"\n",
"In this notebook, a neural network is trained to act like a surrogate model and to solve a\n",
"well-known physical problem, i.e. computing the steady state of heat diffusion. The training\n",
"dataset is constructed by running simualations *while* the model is being trained.\n",
"dataset is constructed by running simulations *while* the model is being trained.\n",
"\n",
"## 2D Heat Diffusion and Steady State\n",
"Throughout this notebook, the heat equation will be solved on the two-dimensional domain $[0,1]\\times[0,1]$, setting the initial temperature to 0 K, except\n",
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