Cristian LeoinTowards Data ScienceMachine Learning Optimization with OptunaHow to fine-tune every machine learning algorithm in Python: The ultimate guide to machine learning optimization with Optuna16 min read·6 hours ago----
Cristian LeoinTowards Data ScienceThe Math Behind KAN — Kolmogorov-Arnold NetworksA new alternative to the classic Multi-Layer Perceptron is out. Why is it more accurate and interpretable? Math and Code Deep Dive.13 min read·Jun 12, 2024--8--8
Cristian LeoinTowards Data ScienceHow LLMs ThinkResearch paper in pills: “Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet”10 min read·Jun 7, 2024--1--1
Cristian LeoinTowards Data ScienceThe Math Behind Gated Recurrent UnitsDive into advanced deep learning with gated recurrent units (GRUs), understand their mathematics, and implement them from scratch.·27 min read·Jun 4, 2024--1--1
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·May 29, 2024--1--1
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--1--1
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