El archivo de interés es el archivo first_approach_neural_networks_p1.ipynb, el cual contiene el código de la red neuronal.
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Brownlee, J. (2019). How to Avoid Overfitting in Deep Learning Neural Networks - MachineLearningMastery.com. MachineLearningMastery. Retrieved from https://machinelearningmastery.com/introduction-to-regularization-to-reduce-overfitting-and-improve-generalization-error
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Cómo usar el AA: entrenamiento y pérdida. (2022, September 26). Retrieved from https://developers.google.com/machine-learning/crash-course/descending-into-ml/training-and-loss
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deeplizard. (2018, January 12). One-hot Encoding explained. Youtube. Retrieved from https://www.youtube.com/watch?v=v_4KWmkwmsU
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ELEMENTOS BÁSICOS DE UNA RED NEURONAL ARTIFICIAL. (2007, October 01). Retrieved from https://advancedtech.wordpress.com/2007/08/31/elementos-basicos-de-una-red-neuronal-artificial
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Las matemáticas del Machine Learning: Funciones de activación. (2021, June 25). Retrieved from https://empresas.blogthinkbig.com/las-matematicas-del-machine-learning-funciones-de-activacion
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Simplified, P. (2021, August 09). Gradient Descent - Simply Explained! ML for beginners with Code Example! Youtube. Retrieved from https://www.youtube.com/watch?v=jwStsp8JUPU
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Singh, H. (2021). Neural Network | Introduction to Neural Network | Neural Network for DL. Analytics Vidhya. Retrieved from https://www.analyticsvidhya.com/blog/2021/03/basics-of-neural-network
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Softmax Function. (2019, May 17). Retrieved from https://deepai.org/machine-learning-glossary-and-terms/softmax-layer
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Tech, R. (2021, July 07). Tu primera red neuronal en Python y Tensorflow. Youtube. Retrieved from https://www.youtube.com/watch?v=iX_on3VxZzk&list=PLZ8REt5zt2Pn0vfJjTAPaDVSACDvnuGiG
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Tech, R. (2022, May 25). Funciones de activación a detalle (Redes neuronales). Youtube. Retrieved from https://www.youtube.com/watch?v=_0wdproot34
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Thomas, A. (s.f.). An introduction to neural networks for beginners. Retrieved from https://adventuresinmachinelearning.com/wp-content/uploads/2017/07/An-introduction-to-neural-networks-for-beginners.pdf
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What are Neural Networks? (2021, August 03). Retrieved from https://www.ibm.com/cloud/learn/neural-networks
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What is Learning Rate in Machine Learning | Deepchecks. (2021, August 05). Retrieved from https://deepchecks.com/glossary/learning-rate-in-machine-learning
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wwsalmon. (2020). Simple MNIST NN from scratch (numpy, no TF/Keras). Kaggle. Retrieved from https://www.kaggle.com/code/wwsalmon/simple-mnist-nn-from-scratch-numpy-no-tf-keras/notebook