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Fix ressources
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Oumaimafisaoui committed Oct 27, 2024
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1 change: 0 additions & 1 deletion subjects/ai/emotions-detector/README.md
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Expand Up @@ -171,4 +171,3 @@ Balance technical prowess with psychological insight: as you fine-tune your CNN
- [Hack the CNN](https://medium.com/@ageitgey/machine-learning-is-fun-part-8-how-to-intentionally-trick-neural-networks-b55da32b7196)

- [Convolutional Neural Network](https://arxiv.org/pdf/1812.06387.pdf)

2 changes: 1 addition & 1 deletion subjects/ai/keras-2/README.md
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Expand Up @@ -40,7 +40,7 @@ I suggest to use the most recent one.

### Resources

- https://machinelearningmastery.com/tutorial-first-neural-network-python-keras/
- [Neural network](https://machinelearningmastery.com/tutorial-first-neural-network-python-keras/)

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2 changes: 1 addition & 1 deletion subjects/ai/keras/README.md
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Expand Up @@ -40,7 +40,7 @@ I suggest to use the most recent one.

### Resources

- https://machinelearningmastery.com/tutorial-first-neural-network-python-keras/
- [Neural network](https://machinelearningmastery.com/tutorial-first-neural-network-python-keras/)

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6 changes: 3 additions & 3 deletions subjects/ai/linear-regression/README.md
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Expand Up @@ -46,11 +46,11 @@ _Version of Scikit Learn I used to do the exercises: 0.22_. I suggest using the

#### To start with Scikit-learn

- https://scikit-learn.org/stable/getting_started.html
- [Scikit](https://scikit-learn.org/stable/getting_started.html)

- https://jakevdp.github.io/PythonDataScienceHandbook/05.02-introducing-scikit-learn.html
- [Introducing Scikit](https://jakevdp.github.io/PythonDataScienceHandbook/05.02-introducing-scikit-learn.html)

- https://scikit-learn.org/stable/modules/linear_model.html
- [Linear Model](https://scikit-learn.org/stable/modules/linear_model.html)

#### Machine learning methodology and algorithms

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6 changes: 3 additions & 3 deletions subjects/ai/neural-networks/README.md
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Expand Up @@ -47,11 +47,11 @@ I suggest to use the most recent one.

### Resources

- https://victorzhou.com/blog/intro-to-neural-networks/
- [Neural networks](https://victorzhou.com/blog/intro-to-neural-networks/)

- https://srnghn.medium.com/deep-learning-overview-of-neurons-and-activation-functions-1d98286cf1e4
- [Deep Learning](https://srnghn.medium.com/deep-learning-overview-of-neurons-and-activation-functions-1d98286cf1e4)

- https://towardsdatascience.com/machine-learning-for-beginners-an-introduction-to-neural-networks-d49f22d238f9
- [Machine Learning](https://towardsdatascience.com/machine-learning-for-beginners-an-introduction-to-neural-networks-d49f22d238f9)

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8 changes: 4 additions & 4 deletions subjects/ai/nlp-spacy/README.md
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Expand Up @@ -36,10 +36,10 @@ I suggest using the most recent libraries.

### Resources

- https://spacy.io/usage/spacy-101
- https://spacy.io/api/doc
- https://www.analyticsvidhya.com/blog/2021/06/nlp-application-named-entity-recognition-ner-in-python-with-spacy/
- https://medium.com/mlearning-ai/nlp-04-part-of-speech-tagging-in-spacy-dc3e239c2726
- [Spacy](https://spacy.io/usage/spacy-101)
- [NLP](https://spacy.io/api/doc
- https://www.analyticsvidhya.com/blog/2021/06/nlp-application-named-entity-recognition-ner-in-python-with-spacy/)
- [NLP 2](https://medium.com/mlearning-ai/nlp-04-part-of-speech-tagging-in-spacy-dc3e239c2726)

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4 changes: 2 additions & 2 deletions subjects/ai/pipeline/README.md
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Expand Up @@ -137,9 +137,9 @@ If the data is split in train and test set, it is extremely important to apply t

Resources:

- https://medium.com/technofunnel/what-when-why-feature-scaling-for-machine-learning-standard-minmax-scaler-49e64c510422
- [Machine Learning](https://medium.com/technofunnel/what-when-why-feature-scaling-for-machine-learning-standard-minmax-scaler-49e64c510422)

- https://scikit-learn.org/stable/modules/preprocessing.html
- [Preprocessing](https://scikit-learn.org/stable/modules/preprocessing.html)

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