# Model creation

### General

- [Top 6 data modeling tools](https://www.datasciencecentral.com/profiles/blogs/top-6-data-modeling-tools) [LinkedIn Post](https://www.linkedin.com/posts/data-science-central_top-6-data-modeling-tools-activity-6634163441093402624-tqSh)
- 𝗚𝗿𝗮𝗱𝗶𝗲𝗻𝘁 𝗖𝗲𝗻𝘁𝗿𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: 𝗔 𝗡𝗲𝘄 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝗧𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲 𝗳𝗼𝗿 𝗗𝗲𝗲𝗽 𝗡𝗲𝘂𝗿𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸𝘀: [Paper](https://arxiv.org/abs/2004.01461) | [Code](https://github.com/Yonghongwei/Gradient-Centralization) [LinkedIn Post](https://www.linkedin.com/posts/ashishpatel2604_artificialintelligence-machinelearning-bigdata-activity-6654090090119299072-hSu5)
- [Model evaluation](https://github.com/virgili0/Virgilio/pull/92/)
- [Just tried out to do model parallelism in pytorch via Eisen](https://medium.com/@faustomilletari/model-parallelism-in-one-line-of-code-352b7de5645a?sk=692ca96b22c4b6584708a36869a0d682) [LinkedIn Post](https://www.linkedin.com/posts/fausto-milletar%C3%AC-44294155_model-parallelism-in-one-line-of-code-activity-6654337733361827840-beuT)
- [Visualize model predictions (images, videos, audio, point clouds)](https://app.wandb.ai/lavanyashukla/visualize-predictions/reports/Visualize-Model-Predictions--Vmlldzo1NjM4OA)
- [Track model performance](https://app.wandb.ai/lavanyashukla/visualize-models/reports/Track-Model-Performance--Vmlldzo1NTk2MA/)

### Ensemble

- [Improving Predictions with Ensemble Model](https://www.datasciencecentral.com/profiles/blogs/improving-predictions-with-ensemble-model) [LinkedIn Post](https://www.linkedin.com/posts/vincentg_improving-predictions-with-ensemble-model-activity-6651952661375574017-GW3q)
- [How to Develop a Stacking Enhancingsemble for Deep Learning Neural Networks in Python With Keras](https://machinelearningmastery.com/stacking-ensemble-for-deep-learning-neural-networks/)
- [How to Develop a Stacking Ensemble for Deep Learning Neural Networks in Python With Keras](https://machinelearningmastery.com/stacking-ensemble-for-deep-learning-neural-networks/)
- [Deep Ensemble Reinforcement Learning with Multiple Deep Deterministic Policy Gradient Algorithm](https://www.hindawi.com/journals/mpe/2020/4275623/) [LinkedIn Post](https://www.linkedin.com/posts/eric-feuilleaubois-ph-d-43ab0925_deep-ensemble-reinforcement-learning-with-activity-6626790627747090432-wbGb)

# Contributing

Contributions are very welcome, please share back with the wider community (and get credited for it)!

Please have a look at the [CONTRIBUTING](../CONTRIBUTING.md) guidelines, also have a read about our [licensing](../LICENSE.md) policy.

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