Data Science & ML Claude 技能

Synapse Config YAML Guide

Guides developers in configuring Synapse plugin metadata, action definitions, and runtime environments for seamless tool integration.

Synapse File Conversion

Converts incompatible image, video, and audio formats into supported extensions for seamless data collection uploads.

Synapse Upload Workflow

Streamlines complex file uploads and metadata mapping to Synapse data collections across local and cloud storage providers.

Synapse Action Development

Streamlines the creation of Synapse plugin actions using function-based and class-based patterns with built-in Pydantic validation.

Insight-Pilot Literature Research

Automates the literature research workflow by aggregating, deduplicating, and analyzing papers, code repositories, and technical blogs.

REDUCE Lie Symmetry Analysis

Automates Lie group symmetry analysis for differential equations using the ReLie package in the REDUCE Computer Algebra System.

Synapse Result Schemas

Provides standardized, type-safe result schemas for Synapse SDK plugin actions to ensure consistent data output and validation.

Hugging Face Dataset Creator

Streamlines the creation, configuration, and management of diverse datasets on the Hugging Face Hub directly from your development environment.

ML Model Deployment

Deploy machine learning models into production environments using robust APIs, containerization, and MLOps workflows.

RDKit Cheminformatics

Enables advanced molecular analysis, chemical property calculation, and 3D coordinate generation using the RDKit toolkit.

Clustering & Pattern Discovery

Discover hidden structures and anomalies in unlabeled data using advanced unsupervised learning algorithms and dimensionality reduction.

ArXiv Paper Reader

Downloads, parses, and summarizes ArXiv research papers by analyzing their raw LaTeX source code for deep technical insights.

Perplexity Deep Research Automation

Automates deep academic research using the Perplexity Deep Research API to generate cited, evidence-based reports.

Memory Visualization Engine

Generates dynamic knowledge graphs, system architecture diagrams, and memory timelines to visualize complex AI states.

Open Targets Drug Discovery

Accesses the Open Targets Platform to identify therapeutic targets, analyze disease associations, and evaluate drug tractability.

Kymera Voice Memory

Integrates long-term memory capabilities into the Kymera Voice assistant using World Weaver for context-aware interactions.

High-Concentration Trading Risk Manager

Implements a rigorous risk management framework for high-conviction, 95% concentrated position trading.

LabArchives Integration

Integrates with LabArchives Electronic Lab Notebook (ELN) via REST API to automate research documentation, data uploads, and notebook management.

Kymera Strategy Integrator

Synchronizes portfolio management and mean-reversion trading systems to ensure unified capital allocation and strategy alignment.

Portfolio Forecasting Agent

Generates advanced financial projections, Monte Carlo simulations, and tax-optimized strategies for active trading portfolios.

Excel Spreadsheet Analysis & Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with dynamic formulas and industry-standard financial formatting.

Paper Reviewer

Conducts comprehensive pre-submission reviews for journal manuscripts, orchestrating statistical validation, bias detection, and compliance checks.

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits on simulators and hardware providers using Google's open-source Cirq framework.

OMERO Microscopy Integration

Manages and analyzes microscopy image data within the OMERO platform using the Python API for scientific workflows.

Ericsson RAN Feature Processor

Optimizes Ericsson RAN features through Managed Object intelligence and advanced parameter correlation analysis.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for machine learning using over 100 specialized featurizers and pretrained models.

DeepChem Molecular ML

Simplifies molecular machine learning workflows for drug discovery, property prediction, and materials science using DeepChem's specialized toolsets.

PennyLane Quantum Computing

Develops and optimizes quantum machine learning models and circuits across multiple hardware platforms using automatic differentiation.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data to generate publication-quality genomic insights and quality control reports.

Statistical Analysis for Research

Performs comprehensive statistical hypothesis testing, regression analysis, and Bayesian modeling with automated assumption checking and APA-style reporting.