Data Science & ML Claude 스킬

Therapeutics Data Commons (PyTDC)

Facilitates drug discovery and therapeutic machine learning by providing AI-ready datasets, benchmarks, and molecular evaluation oracles.

LangChain Architecture Pro

Architects sophisticated LLM applications using LangChain's agents, memory systems, and complex chain integration patterns.

LangChain4j AI Services Patterns

Builds declarative, type-safe AI services in Java using LangChain4j interfaces, annotations, and memory management.

Scikit-Survival Analysis

Implements comprehensive survival analysis and time-to-event modeling workflows using the scikit-survival library.

PubMed Database Access & Search

Enables advanced biomedical literature searches and programmatic data retrieval via the PubMed E-utilities REST API.

Scientific Visualization

Generates publication-quality scientific figures and multi-panel plots adhering to journal standards and accessibility guidelines.

RAG Chunking Strategy

Implements optimal document segmentation techniques to improve retrieval-augmented generation (RAG) performance and search accuracy.

FluidSim CFD Framework

Simulates complex fluid dynamics using high-performance Python pseudospectral methods and solvers for Navier-Stokes and geophysical flows.

Genomic Machine Learning (Geniml)

Builds machine learning models and unsupervised embeddings for genomic interval data and BED file collections.

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using the PyTorch-based Stable Baselines3 library.

Senior Computer Vision Engineer

Architects and deploys production-grade computer vision systems including object detection, segmentation, and real-time video processing using state-of-the-art AI models.

SimPy Simulation

Models complex discrete-event systems using Python to analyze resource contention, queue behavior, and process efficiency.

Scientific Hypothesis Generator

Formulates testable scientific hypotheses and experimental designs supported by literature synthesis and publication-quality schematics.

ChEMBL Database for Drug Discovery

Queries ChEMBL's vast database of bioactive molecules and bioactivity data to accelerate medicinal chemistry and drug discovery research.

UniProt Database Integration

Accesses UniProt's comprehensive protein sequence and functional information resource via REST API for bioinformatics workflows.

ClinPGx Database

Accesses comprehensive pharmacogenomics data to query gene-drug interactions, CPIC guidelines, and genotype-guided dosing recommendations.

Scientific Slides

Streamlines the creation of visually engaging, research-backed scientific presentations for conferences, seminars, and academic defenses.

Senior Data Engineer

Builds scalable, production-grade data pipelines and ETL/ELT systems using the modern data stack.

Statistical Analysis Toolkit

Performs comprehensive statistical testing, hypothesis verification, and APA-compliant reporting for academic and scientific research.

AlphaFold Database Access

Accesses and analyzes over 200 million AI-predicted protein structures for drug discovery and structural biology research.

Open Targets Database

Queries the Open Targets Platform to identify and prioritize therapeutic drug targets through genetic, omics, and clinical evidence.

Perplexity AI Search

Executes real-time, AI-powered web searches with cited sources and scientific literature access using Perplexity models.

STRING Protein Database Integration

Retrieves and analyzes protein-protein interaction networks and functional enrichment data directly from the STRING database.

Scientific Exploratory Data Analysis

Performs comprehensive exploratory data analysis on over 200 scientific file formats to generate detailed quality reports and statistical summaries.

Shipping Data Analyst Expert

Analyzes logistics exports to provide structured rate preparation intelligence and shipping profile discovery.

Quant Trading & Strategy Optimization

Develops, backtests, and optimizes systematic trading strategies with integrated risk management and bias detection.

OpenAlgo Market Data

Retrieves real-time quotes, historical OHLCV data, and comprehensive option chains from 25+ Indian brokers using the OpenAlgo Python SDK.

Excel Data Analysis

Automates the analysis, manipulation, and visualization of Excel spreadsheets using Python-based data science libraries.

FreightClub Shipping Data Analyst

Analyzes shipping export data to identify cost-saving opportunities and FirstMile logistics network compatibility.

Agent Specialization Guide

Guides the architectural design and refactoring of AI agents into focused, single-purpose specialists to maximize performance and accuracy.