Data Science & ML Claude 技能

Quant Trading & Strategy Optimization

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

Scientific Exploratory Data Analysis

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

STRING Protein Database Integration

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

Data Visualization Creator

Generates professional data visualizations, charts, and graphs from raw datasets to uncover patterns and insights automatically.

Data Visualization Creator

Transforms raw datasets into informative and visually compelling charts, plots, and graphs using intelligent automated selection.

Perplexity AI Search

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

Open Targets Database

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

AlphaFold Database Access

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

Statistical Analysis Toolkit

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

Senior Data Engineer

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

Scientific Slides

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

ClinPGx Database

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

Machine Learning Model Deployment

Automates the transition of machine learning models into production-ready environments and high-performance APIs.

UniProt Database Integration

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

ChEMBL Database for Drug Discovery

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

Scientific Hypothesis Generator

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

SimPy Simulation

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

AI Model Versioning Tracker

Manages and tracks AI/ML model versions, performance metrics, and lineage directly within the Claude Code environment.

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.

Stable Baselines3 Reinforcement Learning

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

Genomic Machine Learning (Geniml)

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

FluidSim CFD Framework

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

RAG Chunking Strategy

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

Sentiment Analysis Adapter

Analyzes the emotional tone of text data to classify sentiment as positive, negative, or neutral for customer feedback and social media monitoring.

Scientific Visualization

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

PubMed Database Access & Search

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

Scikit-Survival Analysis

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

NetworkX Graph Analysis

Builds, analyzes, and visualizes complex graph structures and network data using the powerful NetworkX Python library.

LangChain4j AI Services Patterns

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

LangChain Architecture Pro

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