Data Science & ML Claude 技能

Transfer Learning Model Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for specialized datasets and tasks.

Time Series Forecasting

Predicts future values and identifies temporal patterns by analyzing historical time series data within the Claude Code environment.

Time Series Forecasting

Forecasts future values and identifies temporal patterns in historical data using advanced statistical models and TimeGPT pipelines.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows using a Pythonic interface for RDKit.

Text Sentiment Analysis

Analyzes the emotional tone and polarity of text data to provide insights into customer feedback and public opinion.

Text Sentiment Analysis

Classifies the emotional tone of text data to identify positive, negative, and neutral sentiments in customer feedback and social media.

ESM Protein Engineering Toolkit

Facilitates advanced protein design, structure prediction, and representation learning using ESM3 and ESM C models.

Regression Analysis & Modeling

Automates regression modeling and data analysis to identify relationships between variables and generate predictive insights.

Regression Analysis & Modeling

Performs automated regression analysis and predictive modeling to identify relationships between variables and forecast future data points.

Datamol Cheminformatics

Simplifies molecular cheminformatics workflows with a Pythonic interface for RDKit, handling molecular standardization, descriptors, and 3D conformers.

Jelly XLSX Specialist

Automates professional spreadsheet creation, data analysis, and financial modeling with industry-standard formatting and error-free formula calculation.

Nixtla Skills Bootstrap

Installs and manages specialized Nixtla forecasting and TimeGPT skills for Claude Code.

Quantitative Finance & Strategy Analyst

Builds sophisticated financial models and backtests algorithmic trading strategies with integrated risk management metrics.

Health Economics Analysis in R

Performs advanced health economic evaluations including cost-effectiveness analysis, Markov modeling, and probabilistic sensitivity analysis in R.

Recommendation System Engine

Automates the design and implementation of personalized recommendation systems using collaborative, content-based, and hybrid filtering techniques.

Recommendation System Builder

Builds personalized recommendation engines using collaborative filtering, content-based filtering, and hybrid machine learning models.

NLP Text Analyzer

Performs advanced natural language processing tasks including sentiment analysis, keyword extraction, and topic modeling to derive actionable insights from text.

NLP & Text Analysis

Analyzes text data to perform sentiment analysis, keyword extraction, and topic modeling using advanced NLP techniques.

Neural Network Builder

Constructs and configures complex neural network architectures using natural language commands within Claude Code.

Neural Network Builder

Automates the design and configuration of deep learning architectures including CNNs, RNNs, and Transformers through natural language commands.

Model Versioning Tracker

Tracks and manages AI/ML model versions, performance metrics, and lineage within Claude Code workflows.

AI Model Versioning Tracker

Tracks and manages AI/ML model versions, lineage, and performance metrics within your development workflow.

Chroma Vector Database

Integrates ChromaDB to store embeddings and perform high-performance semantic search for AI applications.

ML Model Explainability & Interpretation

Provides deep insights into machine learning model predictions and feature importance using interpretability techniques like SHAP and LIME.

ML Model Explainability

Provides deep insights into machine learning model predictions using interpretability techniques like SHAP and LIME.

Cirq Quantum Computing

Architects, simulates, and optimizes quantum circuits for execution on high-performance simulators and real quantum hardware using Google's open-source framework.

Machine Learning Model Evaluator

Evaluates machine learning model performance using a comprehensive suite of metrics to ensure accuracy and reliability.

Machine Learning Model Evaluation

Evaluates machine learning model performance using a comprehensive suite of metrics to facilitate data-driven optimization and validation.

Universal Data Transformation

Cleans, reshapes, and preprocesses datasets locally using pandas, numpy, and sklearn for any LLM provider.

ML Model Deployment Adapter

Automates the deployment and serving of machine learning models into production environments using industry best practices.