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https://github.com/tristantanjh/ml_resources
My machine learning notebooks
https://github.com/tristantanjh/ml_resources
Last synced: about 2 months ago
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My machine learning notebooks
- Host: GitHub
- URL: https://github.com/tristantanjh/ml_resources
- Owner: tristantanjh
- License: apache-2.0
- Created: 2024-05-27T07:15:30.000Z (8 months ago)
- Default Branch: main
- Last Pushed: 2024-05-30T13:48:47.000Z (7 months ago)
- Last Synced: 2024-05-30T16:06:22.412Z (7 months ago)
- Language: Jupyter Notebook
- Size: 1.37 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# ML Resources
My machine learning notebooks
### Learning Points
- Classification of images using Logistic Regression, Multi-Layer Perceptron and CNN on the MNIST Dataset.
- Sentiment analysis and text classification using SWEM, RNNs, LSTMs, GRU. Used pre-trained word vectors from ConceptNet Numberbatch as well as learned word embeddings from AG News dataset.
- Reinforcement Learning techniques like Q learning, using it for OpenAI Gym environments like FrozenLake, as well as DQN, using it on CartPole.