Kaggle Notebooks

Operando Electrochemical Performance Mapping for Proton Exchange Membrane Fuel Cells
Quantum-Chemical Property Prediction via Coulomb Matrix Eigenvalue Spectra
Half-Metallic Heusler Alloys for Advanced Spintronics: Physics-Informed ML
High-Throughput Materials Informatics for Thin-Film Combinatorial Libraries
A Physics-Informed, Quantum-Enhanced Framework for Superconducting Tc Prediction
Degradation Analysis and Prognostic Health Management of Lithium-Ion Cells
Relativistic Kinematics & Discrimination of J/ψ and Upsilon in CMS Di-Muon Decays
Organic Laser Emitters: Photophysical Feature Engineering & QSPR Benchmarking
Conjugated Oligomer Photostability: Excited-State Spectroscopy
Incompressible Navier-Stokes Flow Reconstruction: Physics-Informed Neural Networks
Kinematic Reconstruction of W→ev Production in Proton-Proton Collisions
Astrophysical Classification of Degenerate Stellar Remnants | Gaia DR3
Surrogate Modeling & Inverse Design of TiO2 Metasurface Optical Filters
ChemSafety-32k: Multi-Label Chemical Hazard Prediction & Safety Benchmarking
NASA Perseverance MOXIE: Electrochemical Kinetics, System Health & ISRU Scaling
Crystal System Classification in ABO3 Perovskite Oxides: ML Framework
Multimodal ML for Experimental Electronic Bandgap Prediction in Inorganic Crystals
Relativistic Dimuon Spectroscopy and Precision Electroweak Analysis
Superconducting Critical Temperature Regression: NIMS SuperCon Database
Materials Informatics & Topological Feature Mapping of Metal-Organic Frameworks
Subatomic Particle Jet Flavour Identification: Kinematic Reconstruction
Electroweak Precision Measurement: Analysis of W Boson Candidate Events
Multi-Scale Telemetry Anomaly Detection for the ESA OPS-SAT Mission
Computational Discovery & Statistical Modeling of Insertion Battery Materials
Disentangling Supersymmetric Signatures from Standard Model Backgrounds
NASA Asteroid Impact Dynamics & Planetary Defense: Astrodynamic Analysis
Relativistic Dielectron Spectroscopy and Electroweak Mass Reconstruction
Solid-State Lithium Electrolyte Conductivity Prediction: ML & DL Framework
Phenomenological Surrogate Modeling for Inert Doublet Model Production Cross Sections
Identification of Z Boson Decay Modes via High-Energy Physics Kinematics
High-Energy Physics Analysis of CMS Run 2010B MultiJet Collision Data
III-V Semiconductor Bandgap Materials Informatics: Electronic Property Prediction
Scientific Materials Analytics & Predictive Modeling: Group 4 Minerals (Ti, Zr, Hf)
Quantum Chemical Property Prediction & Topological Benchmarking on the QM40 Dataset
Mohs Hardness Prediction in Mineral & Ceramic Crystals: Physicochemical ML Framework
Crystallographic Steric Packing and Electronic Descriptors for Predicting Stability
Perovskite Oxides Thermodynamic Stability Prediction via Physics-Informed ML
DFT-Grounded ML for Electronic Property Prediction in Lithium Battery Compounds
Thermodynamic Modeling for Organic Compound Solubility in Binary Solvent
Electrochemical Impedance Spectroscopy (EIS) Analysis for Lithium-Ion Battery
Quantum State Tomography: Neural Density Inversion
Hybrid Nanofluid Density Prediction via Physics-Informed ML Framework
Quantum Mechanical Geometry Optimization of Carbon Nanotubes
Spatiotemporal Modeling of Dissolved Organic Carbon (DOC) Concentrations
QM8 Electronic Spectra via Graph Neural Networks
Photonic Crystal Fiber Characterization and Agentic Inverse Design
Modeling of 2D Multiprocessor Optical Interconnection Networks
Planetary Defense Analysis and Hazard Classification for Asteroids
Astrophysical Scaling Relations and Isotopologue Dynamics in Galactic GMCs
Gamma-Ray Spectroscopy for Nuclear Material Identification
High-Precision Atmospheric N2O Detection and Spectral Deconvolution
Predictive Metallurgy and Advanced Characterization of Iron Alloys
Materials Informatics for Lithium-Ion Battery Cathode Candidates
Steel Fatigue Strength Prediction: Ensembles & Deep Learning
Exoplanetary Spectroscopy Analysis: Deep Atmospheric Emulation
Multi-Wavelength Spectroscopic Characterization of Heavy Metal Ions
Relativistic Kinematics & Deep ResNet Framework for Proton Collisions
Fe-Ni-Si Core Velocity Modeling via Deep Learning
Bedrock Moisture Dynamics: GRU & Boost Ensembles
Z-Scheme CuPc/TiO2 Spectroscopy & ML Pipeline
Lithium Extraction Column Breakthrough Modeling
Predicting Coffee Ecophysiology via ML & PyTorch
Global Energy Dynamics: Transition Analytics and Predictive Modeling
Caterpillar Vs Volvo Group: Industrial Time-Series Analytics
Agentic RAG Hallucination Detection & Answer Validation System
Quant Modeling: AI Chips, Nuclear & Energy Grid
Global Tsunami Severity Prediction & Geospatial ML
Cybersecurity Analytics: CVE Risk & Text Modeling
Predicting Asian Macroeconomics: NLP, CNN & LSTM
Clinical Protocol Intelligence: Advanced ML & NLP
Satellite Orbit Analytics & AI Anomaly Detection
NASA Asteroid Threat Modeling & Orbital Dynamics
Solar Flare Risk Prediction: PyTorch & LightGBM
FDA FAERS Signal Detection & Risk Classifier
Quantifying Geopolitical Risk & Market Volatility
Multi-Agent Financial Intelligence Audit Framework
Volcanic Eruption Intelligence & Risk Prediction
Predicting AI/ML Citation Trajectories with NLP
NASA EONET Global Natural Events: Geospatial Modeling
Space Debris Clustering & Ensemble Classification
Global Energy Economics & Carbon Trajectories
CISA KEV Data Pipeline and Ransomware Prediction
YOLOv8 Counter-UAS Multi-Class Drone Detection
PyPI AI/ML Packages: Download Growth & Forecasting
Coffee Moisture Prediction via FT-NIR Spectroscopy
Washington Real Estate: Multimodal AVM Framework
CPSC Product Recall: NLP and Multi-Modal Modeling
ArXiv AI Analytics: Transformers & NLP Clustering
RPA ROI Optimization: Physics Features & Ensembles
LLM Hallucination Analysis & Risk Prediction
Anime Score Prediction: Tabular & Text Pipeline
Global Electric Vehicle & Battery Supply Chain Analysis
Vesuvius Volcanic Seismology and ML Modeling
Algorithmic Memory Valuation and Market Analytics
Illinois Housing: Advanced NLP & Gradient Boosting
New Jersey Real Estate: Multimodal Price Prediction Engine
Mapping the Open-Weight LLM Landscape: Deep EDA
Predicting Scientific Misconduct & Retraction Lag
Modern AI Research: Bibliometric & Semantic Space
Biomedical Text Analytics & Open Access Inferences
Global Craft Brewery Ecosystem: EDA and Insights
New York Real Estate: Advanced Dual-AVM & NLP Model
Climate Risk & Renewable Energy in 190 Capitals
Nuclear Power and the Global Energy Transition
Three Decades of UFC Data, Trends and Insights
Global Economic Resilience & Growth Intelligence
Urban Obstacle Detection: Visual Analytics & EDA
Exploring NASA APOD with NLP and Topic Models
E-commerce Pokémon Card Pricing Analysis & Price Prediction
Exoplanet Archive Intelligence: EDA, ML & Deep Learning
Cosmic Object Classification with DESI DR1
Global Humanoid Robotics Intelligence Analysis
AI Generated Face Detection using EfficientNet
Exploring the Open Source AI Ecosystem
Anime and Manga Analytics 2026
Global Earthquake Analytics Using Deep Learning
Global Renewable Energy Shift Analysis 2000-2025
Worldwide Temperature Trends & Climate Forecasting
E-Commerce Home Surveillance Market Intelligence
UFC Fight Data Analysis & Prediction Through 2026

Hackathon Notebooks & Writeups

BioFluidNet-OoC: Microfluidic Organ-on-a-Chip Phenotypic Profiling
ATMOS-GUARD: Neural Operators for Storm Dynamics || Writeup
Reverse-Engineering On-Chain Solana Sniper Bot || Writeup
POMDP Pathfinding via Multi-Agent Deep Q-Learning || Writeup
Cardiovascular Risk Stratification and Biomarker Analysis || Writeup
Advanced Soccer Feature Engineering Pipeline || Writeup
CROO A2A Protocol: Graph Topology & Neural Router || Writeup
Pokémon TCG AI Battle Challenge: Strategy & Agentic Optimization || Writeup
Enterprise Financial Intelligence & Compliance Multi-Agent Audit Framework || Writeup
BenchFlow - Agent Skill Lift: Unified Safety-Constrained Skill Optimization || Writeup
The Post-Backprop Challenge: Zero-Gradient Learning for Efficiency || Writeup
Pierce the VEIL: Hack It and Crack It Simulation || Writeup
Triagegeist - Predict emergency severity || Writeup
Localized Medical Protocol Agent: Gemma 4 E4B RAG || Writeup
Measuring Progress Toward AGI - Cognitive Abilities || Writeup

Competition Notebooks

Probabilistic Predictive Modeling Framework: Airline Passenger Satisfaction Analysis
Quantitative Microstructure Analysis & Dynamic Take-Profit Optimization for Solana AMM
Single-Subject Motor Attempt Decoding for Robotic Hand Exoskeleton Telerehabilitation
Deep Spatio-Temporal EEG Decoding for Robotic Motor Rehabilitation
Autonomous Software Engineering via Graph-Augmented Reasoning & Multi-Agent Synthesis
Deep Biomechanical Network for Skeletal Muscle Architecture Estimation in Ultrasonography
Decoupled Spatial-Temporal Manifold Learning for Regional Cost-Burden Estimation
Dual-Space Spectral Graph SWE Agent for Gemma 4
Multimodal Ego-Inertial Fusion Network for Cross-Subject Human Activity Recognition
Cross-Dialectal Morphophonological Induction via Finite-State Paradigm Transfer
Solving the 4x4x4 Rubik's Revenge Permutation Group Optimally on Cayley Graphs
ARC-AGI-3: Neural World Models for Spatial Partially Observable Markov Decision Process
ARC-AGI-2: Program Synthesis & Dihedral Neural Cellular Automata for Abstract Reasoning
Vis-NIR Diffuse Reflectance Spectroscopy & Depth-Stratified ML for Soil Organic Matter
Enveda CASMI 2026: Physics-Informed Spectral Transformer & Reference Library Retrieval
Affine-Lattice Packing & Non-Linear Boundary Compaction for Congruent Ellipses
Predicting Electric Vehicle Purchases (Playground Series - Season 6 Episode 9)
Biophysical Lineage Reconstruction: Mitotic Bifurcation Tracking in Developing Embryos
Coordinated Collusion & Value-Transfer Detection in No-Limit Texas Hold'em
Museum Specimen Collection Annotation Task @ CVNH ECCV26
Multimodal Multi-Plane 2.5D CNN for Knee MRI Detection
Solar Filament Segmentation: ResNet U-Net Pipeline
Spatial-Temporal Hyperspectral Tracking Framework
Kaggriculture: Microeconomic Dynamic Policy Engine
Predicting Smartphone Addiction (Playground Series - Season 6 Episode 8)
Predicting Student Health Risk (Playground Series - Season 6 Episode 7)
Ground Cover Segmentation Challenge, by Duality AI+Lunate AI
Neural Debris Removal in Streak Detection Models
3D Cell Tracking: Scale-Space & Hungarian Engine
Predicting Stellar Class (Playground Series - Season 6 Episode 6)
Predicting F1 Pit Stops (Playground Series - Season 6 Episode 5)
AI Agent Security - Multi-Step Tool Attacks
Retroviral Wall Challenge
ROGII - Wellbore Geology Prediction
Autonomous Agent Prediction (Beta)
CUHK-X Competition Large Model Track
CUHK-X Competition Small Model Track
Predicting Soil Grain Size Distributions from Images
MLGenX Bioreasoning Challenge - Track A
MLGenX Bioreasoning Challenge - Track B
MLGenX Bioreasoning Challenge - Track C
BirdCLEF+ 2026
March Machine Learning Mania 2026
The Great India Quiz Challenge 2026
IMAGINE-decoding-challenge
GeoHab 2026 MLWG Competition
The Pokémon Company - PTCG AI Battle Challenge Simulation
SPR 2026 Mammography Report Classification
Hedge fund - Time series forecasting
The 2026 NeuroGolf Championship
LLM Operator Development and Optimization
Maze Crawler
Orbit Wars
3LC Multi Vehicle detection Challenge
NVIDIA Nemotron Model Reasoning Challenge
AI Mathematical Olympiad - Progress Prize 3
LLM Agentic Legal Information Retrieval
WiDS Global Datathon 2026
Predict 1-Year US Stock Returns from Fundamentals
Harmonizing the Data of your Data
Predict Customer Churn
Predicting Irrigation Need
Multi-view Pig Posture Recognition
Stanford RNA 3D Folding Part 2
CAFA 6 Protein Function Prediction
Vesuvius Challenge - Surface Detection
Catechol Benchmark Hackathon (NeurIPS 2025 DnB)
Rental product recommendation system
Recod.ai/LUC - Scientific Image Forgery Detection
PhysioNet - Digitization of ECG Images
CSIRO - Image2Biomass Prediction
Predicting Student Test Scores
Social Media Extremism Detection Challenge
Santa 2025 - Christmas Tree Packing Challenge
Predicting Heart Disease
Deep Past Challenge - Translate Akkadian to English
Diabetes Prediction Challenge
Connect X
Housing Prices Competition for Kaggle Learn Users
Titanic - Machine Learning from Disaster
Spaceship Titanic
Wild Blueberry Yield Prediction using Regression

Course Notebooks

Intro to Programming
Python
Pandas
Data Cleaning
Data Visualization
Intro to SQL
Advanced SQL
Intro to Machine Learning
Intermediate Machine Learning
Intro to Deep Learning
Intro to AI Ethics

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Name		Name	Last commit message	Last commit date
3d-kinematic-cell-tracking-mitotic-bifurcation.ipynb		3d-kinematic-cell-tracking-mitotic-bifurcation.ipynb
README.md		README.md
advanced-soccer-feature-engineering.ipynb		advanced-soccer-feature-engineering.ipynb
affine-lattice-ellipse-packing.ipynb		affine-lattice-ellipse-packing.ipynb
agentic-rag-hallucination-detection.ipynb		agentic-rag-hallucination-detection.ipynb
ai-chips-energy-nuclear-quant-modeling.ipynb		ai-chips-energy-nuclear-quant-modeling.ipynb
ai-mathematical-olympiad-progress-prize-3.ipynb		ai-mathematical-olympiad-progress-prize-3.ipynb
ai-ml-citation-prediction-nlp.ipynb		ai-ml-citation-prediction-nlp.ipynb
airline-satisfaction-gbdt-tabular-resnet.ipynb		airline-satisfaction-gbdt-tabular-resnet.ipynb
algorithmic-memory-valuation-analytics.ipynb		algorithmic-memory-valuation-analytics.ipynb
anime-manga-analytics.ipynb		anime-manga-analytics.ipynb
anime-score-prediction-pipeline.ipynb		anime-score-prediction-pipeline.ipynb
arc-agi-2-grid-transform-solver-with-beam-search.ipynb		arc-agi-2-grid-transform-solver-with-beam-search.ipynb
arc-agi-2-program-synthesis-dihedral-nca.ipynb		arc-agi-2-program-synthesis-dihedral-nca.ipynb
arc-agi-3-hybrid-dsl-program-search-with-planning.ipynb		arc-agi-3-hybrid-dsl-program-search-with-planning.ipynb
arc-agi-3-neural-world-models-spatial-pomdp.ipynb		arc-agi-3-neural-world-models-spatial-pomdp.ipynb
arxiv-ai-bibliometrics-semantic-search.ipynb		arxiv-ai-bibliometrics-semantic-search.ipynb
arxiv-ai-transformer-nlp.ipynb		arxiv-ai-transformer-nlp.ipynb
atmos-guard-storm-dynamics.ipynb		atmos-guard-storm-dynamics.ipynb
atmospheric-n2o-spectral-deconvolution.ipynb		atmospheric-n2o-spectral-deconvolution.ipynb
battery-materials-dft-ml-screening.ipynb		battery-materials-dft-ml-screening.ipynb
battlesnake-blackout-2026.ipynb		battlesnake-blackout-2026.ipynb
bedrock-moisture-dynamics.ipynb		bedrock-moisture-dynamics.ipynb
benchflow-agent-skill-lift.ipynb		benchflow-agent-skill-lift.ipynb
benchflow-safety-constrained-agent-skill-lift.ipynb		benchflow-safety-constrained-agent-skill-lift.ipynb
biofluidnet-ooc-multimodal-phenotypic-profiling.ipynb		biofluidnet-ooc-multimodal-phenotypic-profiling.ipynb
biohub-3d-cell-tracking-pipeline.ipynb		biohub-3d-cell-tracking-pipeline.ipynb
biomedical-text-analytics-open-access-inferences.ipynb		biomedical-text-analytics-open-access-inferences.ipynb
biomusclenet-ultrasound-metrology.ipynb		biomusclenet-ultrasound-metrology.ipynb
birdclef-2026-mel-spectrogram-cnn-soundscapes.ipynb		birdclef-2026-mel-spectrogram-cnn-soundscapes.ipynb
bm25-tf-idf-reranking-legal-information-retrieval.ipynb		bm25-tf-idf-reranking-legal-information-retrieval.ipynb
broadband-eis-1dcnn-battery-soc.ipynb		broadband-eis-1dcnn-battery-soc.ipynb
cafa-6-protein-function-prediction.ipynb		cafa-6-protein-function-prediction.ipynb
cardiovascular-risk-prediction-biomarker-analysis.ipynb		cardiovascular-risk-prediction-biomarker-analysis.ipynb
catechol-benchmark-hackathon.ipynb		catechol-benchmark-hackathon.ipynb
cern-proton-collision-razor-analysis.ipynb		cern-proton-collision-razor-analysis.ipynb
cern-wmunu-electroweak-analysis.ipynb		cern-wmunu-electroweak-analysis.ipynb
cisa-kev-pipeline-ransomware-prediction.ipynb		cisa-kev-pipeline-ransomware-prediction.ipynb
clinical-protocol-intelligence-ml-nlp.ipynb		clinical-protocol-intelligence-ml-nlp.ipynb
cms-dielectron-spectroscopy-z0-reconstruction.ipynb		cms-dielectron-spectroscopy-z0-reconstruction.ipynb
cms-jpsi-upsilon-kinematic-discrimination.ipynb		cms-jpsi-upsilon-kinematic-discrimination.ipynb
coffee-moisture-ftnir-prediction.ipynb		coffee-moisture-ftnir-prediction.ipynb
coffee-mulch-ecophysiology-ml-pytorch.ipynb		coffee-mulch-ecophysiology-ml-pytorch.ipynb
conjugated-oligomer-photostability.ipynb		conjugated-oligomer-photostability.ipynb
connect-x.ipynb		connect-x.ipynb
cosmic-object-classification-with-desi-dr1.ipynb		cosmic-object-classification-with-desi-dr1.ipynb
cpsc-product-recall-nlp-multimodal.ipynb		cpsc-product-recall-nlp-multimodal.ipynb
croo-a2a-topology-neural-router.ipynb		croo-a2a-topology-neural-router.ipynb
cross-subject-eeg-spatio-temporal-rehab-decoding.ipynb		cross-subject-eeg-spatio-temporal-rehab-decoding.ipynb
crystal-system-classification-perovskite-oxides.ipynb		crystal-system-classification-perovskite-oxides.ipynb
crystallographic-descriptors-abo3-stability.ipynb		crystallographic-descriptors-abo3-stability.ipynb
cuhk-x-har-3dcnn-bigru.ipynb		cuhk-x-har-3dcnn-bigru.ipynb
cuhk_x_large_model_track_pipeline.ipynb		cuhk_x_large_model_track_pipeline.ipynb
cupc-tio2-heterojunction-spectroscopy.ipynb		cupc-tio2-heterojunction-spectroscopy.ipynb
cybersecurity-analytics-cve-risk-modeling.ipynb		cybersecurity-analytics-cve-risk-modeling.ipynb
decoupled-spatial-temporal-housing-affordability.ipynb		decoupled-spatial-temporal-housing-affordability.ipynb
deep-kinematic-analysis-supersymmetric-signals.ipynb		deep-kinematic-analysis-supersymmetric-signals.ipynb
deep-past-challenge-translate-akkadian-to-english.ipynb		deep-past-challenge-translate-akkadian-to-english.ipynb
deepfake-detection.ipynb		deepfake-detection.ipynb
degenerate-stellar-remnants-classification.ipynb		degenerate-stellar-remnants-classification.ipynb
detect-suspicious-value-transfers-in-poker.ipynb		detect-suspicious-value-transfers-in-poker.ipynb
diabetes-prediction-challenge.ipynb		diabetes-prediction-challenge.ipynb
digitization-of-ecg-images.ipynb		digitization-of-ecg-images.ipynb
dimuon-spectroscopy-electroweak-analysis.ipynb		dimuon-spectroscopy-electroweak-analysis.ipynb
esa-opssat-telemetry-anomaly-detection.ipynb		esa-opssat-telemetry-anomaly-detection.ipynb
exercise-a-single-neuron.ipynb		exercise-a-single-neuron.ipynb
exercise-ai-fairness.ipynb		exercise-ai-fairness.ipynb
exercise-analytic-functions.ipynb		exercise-analytic-functions.ipynb
exercise-arithmetic-and-variables.ipynb		exercise-arithmetic-and-variables.ipynb
exercise-as-with.ipynb		exercise-as-with.ipynb
exercise-bar-charts-and-heatmaps.ipynb		exercise-bar-charts-and-heatmaps.ipynb
exercise-binary-classification.ipynb		exercise-binary-classification.ipynb
exercise-booleans-and-conditionals.ipynb		exercise-booleans-and-conditionals.ipynb
exercise-categorical-variables.ipynb		exercise-categorical-variables.ipynb
exercise-character-encodings.ipynb		exercise-character-encodings.ipynb
exercise-choosing-plot-types-and-custom-styles.ipynb		exercise-choosing-plot-types-and-custom-styles.ipynb
exercise-conditions-and-conditional-statements.ipynb		exercise-conditions-and-conditional-statements.ipynb
exercise-creating-reading-and-writing.ipynb		exercise-creating-reading-and-writing.ipynb
exercise-cross-validation.ipynb		exercise-cross-validation.ipynb
exercise-data-leakage.ipynb		exercise-data-leakage.ipynb
exercise-data-types-and-missing-values.ipynb		exercise-data-types-and-missing-values.ipynb
exercise-data-types.ipynb		exercise-data-types.ipynb
exercise-deep-neural-networks.ipynb		exercise-deep-neural-networks.ipynb
exercise-distributions.ipynb		exercise-distributions.ipynb
exercise-dropout-and-batch-normalization.ipynb		exercise-dropout-and-batch-normalization.ipynb
exercise-explore-your-data.ipynb		exercise-explore-your-data.ipynb
exercise-final-project.ipynb		exercise-final-project.ipynb
exercise-functions-and-getting-help.ipynb		exercise-functions-and-getting-help.ipynb
exercise-functions.ipynb		exercise-functions.ipynb
exercise-getting-started-with-sql-and-bigquery.ipynb		exercise-getting-started-with-sql-and-bigquery.ipynb
exercise-group-by-having-count.ipynb		exercise-group-by-having-count.ipynb
exercise-grouping-and-sorting.ipynb		exercise-grouping-and-sorting.ipynb
exercise-handling-missing-values.ipynb		exercise-handling-missing-values.ipynb
exercise-hello-seaborn.ipynb		exercise-hello-seaborn.ipynb
exercise-human-centered-design-for-ai.ipynb		exercise-human-centered-design-for-ai.ipynb
exercise-identifying-bias-in-ai.ipynb		exercise-identifying-bias-in-ai.ipynb
exercise-inconsistent-data-entry.ipynb		exercise-inconsistent-data-entry.ipynb
exercise-indexing-selecting-assigning.ipynb		exercise-indexing-selecting-assigning.ipynb
exercise-intro-to-lists.ipynb		exercise-intro-to-lists.ipynb
exercise-introduction.ipynb		exercise-introduction.ipynb

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