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remove bionemo from new (#2897)
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nvkevlu authored Sep 3, 2024
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Expand Up @@ -93,14 +93,6 @@ Federated Logistic Regression with NR optimization
The :github_nvflare_link:`Federated Logistic Regression with Second-Order Newton-Raphson optimization example <examples/advanced/lr-newton-raphson>`
shows how to implement a federated binary classification via logistic regression with second-order Newton-Raphson optimization.

BioNemo example for Drug Discovery
----------------------------------
`BioNeMo <https://www.nvidia.com/en-us/clara/bionemo/>`_ is NVIDIA's generative AI platform for drug discovery.
We included several examples of running BioNeMo in a federated learning environment using NVFlare:

- The :github_nvflare_link:`task fitting example <examples/advanced/bionemo/task_fitting/README.md>` includes a notebook that shows how to obtain protein-learned representations in the form of embeddings using the ESM-1nv pre-trained model. The model is trained with NVIDIA's BioNeMo framework for Large Language Model training and inference.
- The :github_nvflare_link:`downstream example <examples/advanced/bionemo/downstream/README.md>` shows three different downstream tasks for fine-tuning a BioNeMo ESM-style model.

Hearchical Federated Statistics
--------------------------------
:github_nvflare_link:`Hierarchical Federated Statistics <examples/advanced/federated-statistics/hierarchical_stats>` is helpful when there
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