Youcheng Li avatar

Youcheng Li

Community

@xjtulyc · Peking

104Followers
|
50Public Repos
|
168Published Skills

Machine Learning, Medical Imaging, Spatial Transcriptome

Agent Skills by Youcheng Li

Showing 168 vetted skills indexed across 1 GitHub repositories.

xjtulycxjtulyc
33

iiif-digital-collections

Fetches and parses IIIF Presentation manifests to extract metadata, images, and annotations.

Community
Intermediate
xjtulycxjtulyc
33

librosa-audio

Extract MIR features from audio and retrieve similar tracks via k-NN.

Community
Intermediate
xjtulycxjtulyc
33

music21-score

Extract harmonies, melodic contours, and voice-leading violations from music21 scores.

Community
Advanced
xjtulycxjtulyc
33

image-analysis-art

Extract CNN embeddings and color/texture descriptors from painting images.

Community
Advanced
xjtulycxjtulyc
33

agri-remote-sensing

Extract cloud-masked NDVI/EVI/LSWI time series and phenological metrics from Sentinel-2 imagery.

Community
Advanced
xjtulycxjtulyc
33

food-systems-data

Download FAOSTAT production, trade, and food balance sheet data into pandas DataFrames.

Community
Intermediate
xjtulycxjtulyc
33

crop-modeling

Generate crop growth simulations and yield-gap decomposition using PCSE models with NASA POWER weather data.

Community
Advanced
xjtulycxjtulyc
33

soil-data

Retrieve soil properties from SoilGrids 2.0 and SSURGO, then compute SOC stocks and USDA texture classes.

Community
Advanced
xjtulycxjtulyc
33

photogrammetry-3d

Reconstruct archaeological 3D geometry from photogrammetry point clouds with Open3D.

Community
Advanced
xjtulycxjtulyc
33

archaeological-gis

Transform archaeological site coordinates into spatial clustering, density, and territory outputs.

Community
Advanced
xjtulycxjtulyc
33

artifact-analysis

Transform coded ceramic and lithic attributes into contingency tables and statistical summaries.

Community
Intermediate
xjtulycxjtulyc
33

radiocarbon-dating

Calibrate radiocarbon measurements into calendar-age probability distributions with HPD intervals.

Community
Advanced
xjtulycxjtulyc
33

financial-time-series

Fit GARCH-family volatility models and run cointegration tests on financial time series.

Community
Intermediate
xjtulycxjtulyc
33

options-pricing

Compute option prices and implied volatility using Black-Scholes, Monte Carlo, and CRR binomial tree methods.

Community
Advanced
xjtulycxjtulyc
33

factor-models

Estimate Fama-French factor models with OLS regression and GRS tests.

Community
Advanced
xjtulycxjtulyc
33

portfolio-optimization

Optimize multi-asset allocations using mean-variance, Black-Litterman, and risk parity methods.

Community
Advanced
xjtulycxjtulyc
33

event-study

Estimate abnormal returns and test event significance with CAR and BHAR.

Community
Advanced
xjtulycxjtulyc
33

wrds-data-access

Retrieve Compustat, CRSP, and TAQ datasets from WRDS via the Python API.

Community
Advanced
xjtulycxjtulyc
33

fixed-income

Price bonds and compute duration, convexity, and DV01 with Python.

Community
Intermediate
xjtulycxjtulyc
33

irt-psychometrics-edu

Estimate 2PL/3PL IRT item parameters and compute ICC, IIF, TIF, and SEM.

Community
Advanced
xjtulycxjtulyc
33

edm-learning-analytics

Predict student learning outcomes from LMS event logs and assessment data.

Community
Advanced
xjtulycxjtulyc
33

pisa-international

Analyzes PISA/TIMSS plausible values and BRR weights to compute country estimates and uncertainties.

Community
Advanced
xjtulycxjtulyc
33

learning-experiment

Model student responses and learning over time for educational experiments.

Community
Advanced
xjtulycxjtulyc
33

meta-analysis

Pool effect sizes across studies with fixed/random-effects models and heterogeneity metrics.

Community
Advanced