Data Science & ML Agent Skills

Clinical Decision Support (CDS) Writer

Generates professional, publication-ready clinical decision support documents and biomarker-stratified cohort analyses for pharmaceutical and clinical research.

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.

AI Model Versioning Tracker

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

Machine Learning Model Deployment

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

AI Service Authentication Manager

Configures authentication credentials for external AI services including OpenAI GPT and Google Gemini.

Smart PDF Chunking

Splits PDF documents into optimized segments using token-based text extraction or layout-preserving page division.

Alpha Decay Detector

Monitors and analyzes trading strategy performance to identify statistical alpha decay and regime changes.

LoRA Training Specialist

Guides artists and developers through the end-to-end process of training custom AI art models with a focus on dataset quality and resource optimization.

Data Visualization Creator

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

Excel Data Analysis

Empowers Claude to perform sophisticated data analysis, transformation, and reporting using advanced Microsoft Excel techniques and Power Query.

Data Visualization Creator

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

Trading Bot Prediction Optimizer

Fixes prediction failures and optimizes data fetching logic for live algorithmic trading systems.

RAG Implementation & LLM Knowledge Integration

Builds sophisticated Retrieval-Augmented Generation (RAG) systems to ground AI responses in external knowledge bases and private documentation.

R ggplot2 Data Visualization

Streamlines R data visualization workflows with expert guidance on ggplot2 4.0 features and grammar of graphics implementation.

RL Agent Validation Framework

Conducts rigorous A/B testing and cost-benefit analysis to validate the impact of Claude-driven agents on reinforcement learning model performance.

Clustering Algorithm Runner

Executes machine learning clustering algorithms to identify patterns, groups, and anomalies within complex datasets.

Clustering Algorithm Runner

Executes sophisticated clustering algorithms on datasets to uncover hidden patterns, identify data groupings, and detect anomalies.

Colab Notebook Development Pattern

Standardizes the creation of Google Colab notebooks for machine learning and trading experiments using a high-performance template.

Scikit-Learn Model Explainability

Provides specialized guidance and code patterns for interpreting machine learning models using scikit-learn, SHAP, and advanced diagnostic tools.

KINTSUGI TissUUmaps Export Pipeline

Automates the conversion of high-resolution microscopy images into web-optimized DZI tiles and .tmap project files for TissUUmaps visualization.

h5py Hierarchical Data Storage

Manages large-scale numerical datasets using the HDF5 binary format and NumPy-compatible interfaces for high-performance data science.

Side-by-Side Comparison Patterns

Visualizes code changes, algorithm results, and data states by displaying multiple outputs in parallel columns.

Scientific Literature Reviewer

Automates systematic literature reviews by searching academic databases, synthesizing findings, and generating publication-ready documents with verified citations.

Scientific Research Lookup

Conducts real-time academic research and literature reviews using Perplexity’s advanced Sonar models with automated citation generation.

AI Product Engineering

Builds production-grade AI features using robust LLM integration patterns, prompt versioning, and cost-optimized RAG architectures.

AI Product Engineering

Implements production-grade LLM integration patterns, scalable prompt engineering, and cost-optimized AI architectures.

Vector Index Tuning

Optimizes vector database performance by fine-tuning HNSW parameters, quantization strategies, and memory usage for high-scale search applications.

Excel & Spreadsheet Automation

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

Autonomous Agent Architect

Builds reliable AI agents using robust patterns like ReAct and Plan-Execute while prioritizing guardrails and self-correction.

Generative AI & LLM Engineering

Builds production-grade AI applications using advanced RAG patterns, prompt engineering, and LLM orchestration frameworks.