Data Science & ML Claude 스킬

Hypogenic Scientific Hypothesis Engine

Automates scientific hypothesis generation and testing by combining empirical data with literature insights for accelerated research discovery.

Hypogenic: Automated Hypothesis Generation

Automates scientific hypothesis generation and testing by combining observational data with literature insights using large language models.

Biopython Molecular Biology

Streamlines computational molecular biology tasks including sequence analysis, NCBI database queries, and structural bioinformatics.

Python Project Structure Refactor

Transforms monolithic Python research code and notebooks into modular, production-ready package structures.

Scientific Hypothesis Generator

Generates evidence-based, testable scientific hypotheses and structured experimental designs from observations and literature data.

Matchms Mass Spectrometry

Processes, filters, and analyzes mass spectrometry data using the Matchms Python library for metabolomics and spectral research.

Data Commons Client

Accesses and analyzes global public statistical data from the Data Commons knowledge graph.

Dask Parallel Computing

Enables parallel and distributed computing in Python to scale pandas, NumPy, and custom workflows for massive datasets.

Scientific Critical Thinking

Evaluates research rigor by assessing methodology, statistical validity, and bias using established frameworks like GRADE and Cochrane.

Ensembl Genome Database Access

Accesses the Ensembl REST API to retrieve genomic sequences, gene annotations, and variant analysis data for over 250 species.

Gemini Video Intelligence

Analyzes and extracts deep insights from video files and YouTube URLs using the Google Gemini API.

LLM Evaluation Framework

Implements rigorous evaluation strategies for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

LLM Performance Evaluation

Implement comprehensive evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and LLM-as-judge patterns.

Video Processor & Transcriber

Automates video format conversion, audio extraction, and high-accuracy speech-to-text transcription using FFmpeg and Whisper.

RAG Systems Implementation

Architects and implements robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses.

Flow Nexus Neural

Deploys and trains neural networks in distributed E2B sandbox environments for advanced machine learning workflows.

ML Pipeline Workflow

Builds end-to-end MLOps pipelines covering data preparation, model training, validation, and production deployment.

RAG Implementation Guide

Build robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in external data.

Biomni Biomedical Research Agent

Executes autonomous biomedical research tasks across genomics, drug discovery, and molecular biology using integrated databases and code execution.

DrugBank Database Analyst

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for drug discovery, interaction analysis, and pharmacological research.

ML Pipeline & MLOps Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including genomics analysis, drug discovery, and CRISPR screening using integrated data and code execution.

DNAnexus Genomics Platform Integration

Integrates Claude with the DNAnexus cloud genomics platform to develop bioinformatics apps, manage sequencing data, and orchestrate analysis workflows.

Denario Scientific Research Agent

Automates the end-to-end scientific research lifecycle from data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Denario Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis to publication-ready LaTeX manuscripts.

AgentDB Vector Search

Implements ultra-fast semantic vector search and HNSW indexing for high-performance RAG systems and intelligent document retrieval.

Scanpy Single-Cell Analysis

Analyzes single-cell RNA-seq data using Python for quality control, clustering, and cell type annotation.

Financial Modeling Suite

Builds professional-grade financial models including DCF analysis, Monte Carlo simulations, and multi-scenario investment projections.

FlowIO FCS File Handler

Parses and manages Flow Cytometry Standard (FCS) files to extract event data as NumPy arrays and handle complex metadata.