Can You Hear the Shape of a Molecule?
Explore molecular shape recognition using Coulomb matrix eigenvalues. Analysis of alkane isomers from data generation to …
Machine-Learning
Classifying Congressional Bills with Machine Learning
Testing ML classification of congressional bills by policy area. Comparing Naive Bayes, Logistic Regression, and XGBoost …
Understanding Coulomb Matrices for Molecular Machine Learning
Learn how Coulomb matrices encode 3D molecular structure for machine learning—from basic theory to Python implementation …
Congressional Data Analysis & Classification
Data science project scraping 47,000+ congressional bills, analyzing legislative patterns, and building ML models …...
SELFIES and the Future of Molecular String Representations
A comprehensive perspective on molecular string representations, focusing on SELFIES as a 100% robust alternative to …...
EigenNoise: Data-Free Word Vector Initialization
Investigation into EigenNoise, a data-free initialization scheme for word vectors that approaches pre-trained model …...
IMG2SMI: Translating Molecular Structure Images to SMILES
Campos & Ji's method for converting 2D molecular images to SMILES strings using Transformers and SELFIES representation....
PyConversations: Social Media Conversational Analysis
Undergraduate thesis exploring representation learning for social media text and developing tools for cross-platform …
A Framework for Multi-Arm Bandit Problems
Framework for understanding multi-arm bandit algorithms through five dimensions. Covers exploration vs exploitation and …
HyperNEAT: Scaling Neuroevolution with Geometric Patterns
How HyperNEAT uses indirect encoding and geometric patterns to evolve large-scale neural networks with biological …
NEAT: Evolving Neural Network Topologies
Learn about NEAT's approach to evolving neural networks: automatic topology design, historical markings, and speciation …
Breaking Down Machine Learning for the Average Person
Discover how machine learning actually works through three fundamental approaches, explained with everyday examples you …