# <center><i class="fa fa-edit"></i> Study Machine Learning: RNN LSTM on TensorFlow/Keras </center>
###### tags: `Internship` `Conclusion`
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##### [<center>Root Page</center>](https://hackmd.io/@tiffanycheng/H1JfnBANc)
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:::success
- [x] **Task 4:** Study Machine Learning: RNN LSTM on TensorFlow/Keras
- **Expected Outcome:**
a. Understand the fundamental concepts of machine learning, RNN, and LSTM.
b. Study the underlying principals of TensorFlow/Keras, then work through impementation tutorials to see how these tools work for data processing and predictions.
- **Deadline:** N/A
- **Status:** (Done)
:::
## Resources
:::info
- [Python TensorFlow Tutorial](https://adventuresinmachinelearning.com/python-tensorflow-tutorial/)
- [LSTM Implementation in Python/Numpy](https://gist.github.com/tmatha/f1c7082acdc9af21aade33b98687f2c6)
- [LSTM Implementation in TensorFlow eager execution](https://gist.github.com/tmatha/905ae0c0d304119851d7432e5b359330)
:::

## Notes
### Machine Learning
- [2022/05/19](https://hackmd.io/@tiffanycheng/S1mcBuEvc): Machine Learning: Understanding RNN, LSTM
- [2022/05/20](https://hackmd.io/@tiffanycheng/Sy9ondrv5): Machine Learning: Neural Network Math, LSTM Background
- [2022/05/23](https://hackmd.io/@tiffanycheng/rkhYmUFwc): Machine Learning: TensorFlow Basics
- [2022/05/24](https://hackmd.io/@tiffanycheng/SkCFY2qv9): Machine Learning: Math Based Tutorial on Neural Networks
- [2022/05/25](https://hackmd.io/@tiffanycheng/S1WxSM2P9): Machine Learning: Math Based Tutorial on Neural Networks Cont.
- [2022/05/26](https://hackmd.io/@tiffanycheng/BkmxuBpPq): Machine Learning: Framing and Descending into ML
- [2022/05/27](https://hackmd.io/@tiffanycheng/S1YkjB6Pc): Machine Learning: Reducing Loss
- [2022/05/30](https://hackmd.io/@tiffanycheng/BysvsERD9): Machine Learning: TensorFlow in Ubuntu
- [2022/05/31](https://hackmd.io/@tiffanycheng/r1SBBz4uq): Machine Learning: TensorFlow with NN
- [2022/06/01](https://hackmd.io/@tiffanycheng/B1XFXrS_5): Machine Learning: NN Example on Tensorflow
- [2022/06/02](https://hackmd.io/@tiffanycheng/SJ0eDqI_9): Machine Learning: Keras
- [2022/06/03](https://hackmd.io/@tiffanycheng/SkR3iRwd9): Machine Learning: Keras Installation
- [2022/06/06](https://hackmd.io/@tiffanycheng/ByDghx2_c): Machine Learning: Deep Learning with Keras