Cristian LeoinTowards Data ScienceAutoML with AutoGluon: Transform Your ML Workflow with Just Four Lines of CodeHow AutoGluon Dominated Kaggle Competitions and How You Can Beat It. The algorithm that beats 99% of Data Scientists with 4 lines of code.Jul 33Jul 33

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 OptunaJun 252Jun 252

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.Jun 1214Jun 1214

Cristian LeoinTowards Data ScienceHow LLMs ThinkResearch paper in pills: “Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet”Jun 71Jun 71

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.Jun 41Jun 41

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 LearningMay 291May 291

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 231May 231

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