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 Learning·26 min read·4 days 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.·28 min read·May 23, 2024--2--2
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.·18 min read·May 16, 2024----
Cristian LeoinTowards Data ScienceThe Math Behind Batch NormalizationExplore Batch Normalization, a cornerstone of neural networks, understand its mathematics and implement it from scratch.·21 min read·May 8, 2024--1--1
Cristian LeoinTowards Data ScienceThe Math Behind LSTMDive into LSTMs, understand their mathematics, and implement them from scratch·25 min read·May 1, 2024--2--2
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 applications·22 min read·Apr 27, 2024--2--2
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.·32 min read·Apr 16, 2024----
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 applications·26 min read·Apr 9, 2024--2--2
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…·31 min read·Apr 3, 2024--7--7
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 applications·28 min read·Mar 29, 2024--21--21