Cristian LeoinTowards Data SciencePolicy Gradient Methods in Reinforcement LearningTeaching a Car to Cross a Mountain using Policy Gradient Methods in Python: A Mathematical Deep Dive into Reinforcement Learning4d ago4d ago
Cristian LeoinTowards Data ScienceReinforcement Learning: Deep Q-NetworksTeaching a shuttle to land on the moon using Deep Q-Networks in Python. A mathematical deep dive into Reinforcement Learning.May 232May 232
Cristian LeoinTowards Data ScienceThe Math Behind Nadam OptimizerNadam, one of the most capable optimizers in Deep Learning. Let’s delve into its math, and build the algorithm from scratch.May 16May 16
Cristian LeoinTowards Data ScienceThe Math Behind Batch NormalizationExplore Batch Normalization, a cornerstone of neural networks, understand its mathematics and implement it from scratch.May 81May 81
Cristian LeoinTowards Data ScienceThe Math Behind LSTMDive into LSTMs, understand their mathematics, and implement them from scratchMay 12May 12
Cristian LeoinTowards Data ScienceThe Math Behind Recurrent Neural NetworksDive into RNNs, the backbone of time series, understand their mathematics, implement them from scratch, and explore their applicationsApr 272Apr 272
Cristian LeoinTowards Data ScienceThe Math Behind Deep CNN — AlexNetDive into AlexNet, the first modern CNN, understand its mathematics, implement it from scratch, and explore its applications.Apr 16Apr 16
Cristian LeoinTowards Data ScienceThe Math Behind Convolutional Neural NetworksDive into CNN, the backbone of Computer Vision, understand its mathematics, implement it from scratch, and explore its applicationsApr 92Apr 92
Cristian LeoinTowards Data ScienceThe Math Behind Fine-Tuning Deep Neural NetworksDive into the techniques to fine-tune Neural Networks, understand their mathematics, build them from scratch, and explore their…Apr 37Apr 37
Cristian LeoinTowards Data ScienceThe Math Behind Neural NetworksDive into Neural Networks, the backbone of modern AI, understand its mathematics, implement it from scratch, and explore its applicationsMar 2921Mar 2921