Data Science & ML Claude 技能

Benchling Integration

Integrates Claude with the Benchling R&D platform to automate life sciences data management, laboratory inventory, and electronic notebook entries.

Aeon Time Series ML

Provides a comprehensive suite of specialized algorithms for time series machine learning including classification, forecasting, and anomaly detection.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM applications in external knowledge and proprietary data.

ClinicalTrials.gov Explorer

Accesses and queries the ClinicalTrials.gov API v2 to retrieve comprehensive data on global clinical studies.

Benchling R&D Integration

Connects Claude to the Benchling life sciences platform to automate R&D data management, registry updates, and laboratory workflows.

LatchBio Integration

Builds, deploys, and manages serverless bioinformatics workflows using the Latch SDK and cloud infrastructure.

deepTools Bioinformatics Suite

Processes and visualizes high-throughput sequencing data for genomics research and quality control.

COSMIC Cancer Database Access

Accesses and manages the COSMIC somatic mutation database for cancer research and precision oncology workflows.

Whisper Audio Transcription

Transcribes audio files locally using whisper.cpp with CUDA acceleration for high-performance speech-to-text conversion.

AgentDB Vector Search

Implements high-performance semantic vector search and document retrieval using AgentDB's ultra-fast HNSW indexing and quantization.

ClinicalTrials.gov Research Assistant

Queries and analyzes the ClinicalTrials.gov database to retrieve comprehensive trial data, patient matching information, and drug intervention research.

Financial Modeling Suite

Constructs advanced investment models and risk assessment simulations using industry-standard DCF, Monte Carlo, and sensitivity analysis methodologies.

DNAnexus Integration

Streamlines the development and management of genomics pipelines on the DNAnexus cloud platform.

Benchling R&D Integration

Integrates Benchling’s life sciences platform with Claude to automate laboratory workflows, manage biological registry entities, and sync inventory data via API.

Benchling R&D Integration

Automates Benchling lab data management, registry entities, inventory tracking, and electronic lab notebook workflows using the Python SDK.

COSMIC Cancer Database

Accesses the COSMIC database to retrieve somatic mutations, cancer gene data, and mutational signatures for oncology research.

Financial Statement Analysis

Automates the calculation and interpretation of key financial ratios from corporate financial statements to streamline investment analysis.

Metabolomics Workbench Database

Accesses the NIH Metabolomics Workbench REST API to query metabolite data, standardized nomenclature, and experimental research studies.

Financial Statement Analysis

Calculates and interprets key financial ratios and metrics from financial data to evaluate company performance and valuation.

Math Calculator

Performs fast and precise arithmetic calculations using a dedicated Python-based evaluation engine.

Financial Statement Analysis

Analyzes financial statements to calculate essential performance ratios and provide investment insights for business evaluation.

Vector Index Optimizer

Optimizes vector search performance by tuning HNSW parameters, quantization strategies, and search infrastructure scaling.

Embedding Strategies

Select and optimize embedding models and chunking strategies for RAG, semantic search, and domain-specific vector applications.

Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and performance indicators to ensure robust capital preservation and institutional-grade risk management.

Vector Similarity Search Patterns

Implements high-performance similarity search and vector database patterns for RAG and semantic retrieval systems.

LangChain Architecture Pro

Designs and implements sophisticated LLM applications using LangChain's agents, memory systems, and modular chain patterns.

Backtesting Frameworks for Trading

Builds robust, production-grade backtesting systems for trading strategies while mitigating common pitfalls like look-ahead and survivorship bias.

Hybrid Search Implementation

Implements advanced hybrid search architectures combining vector similarity and keyword matching for superior information retrieval.

W&B Plotter

Downloads Weights & Biases plots and generates comprehensive metric charts from experiment runs.

Weights & Biases Plotting

Downloads and generates high-quality metric visualizations from Weights & Biases experiment runs directly within Claude.