Data Science & ML Agent Skills

R Survival Analysis Patterns

Implements comprehensive survival analysis and time-to-event modeling patterns using the R statistical programming language.

Biomni Biomedical AI Agent

Executes complex autonomous biomedical research tasks across genomics, drug discovery, and clinical analysis.

Mendelian Randomization in R

Performs robust causal inference using genetic variants through a comprehensive suite of Mendelian Randomization (MR) methods and sensitivity analyses.

Denario Scientific Researcher

Automates the end-to-end scientific research pipeline from initial data analysis and hypothesis generation to publishing-ready LaTeX manuscripts.

Advanced Excel & Data Analysis

Manages complex spreadsheet creation, modification, and financial modeling with a focus on dynamic formulas and industry-standard formatting.

Excel & Spreadsheet Power Suite

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Wesichain Core

Builds composable, type-safe LLM pipelines and chains using Rust-native abstractions.

Presenting Data

Generates professional, data-driven presentations and technical whitepapers with robust citation management and reproducibility standards.

RAG Implementation Guide

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

Creating Visualizations

Generates professional terminal-based and image-based visualizations to communicate data patterns and analytics results clearly.

Vertex AI Gemini Batch

Automates the creation and management of large-scale Gemini batch prediction jobs on Google Cloud Vertex AI.

Cleaning Data

Implements a systematic data quality remediation process to detect duplicates, handle outliers, and standardize inconsistencies for reliable analysis.

AudioCraft AI Audio Generation

Generates high-fidelity music and sound effects from text descriptions using Meta's AudioCraft PyTorch library.

Financial Statement Analysis

Automates the calculation and interpretation of key financial ratios and metrics from diverse financial statement data sources.

Medical Diagnosis

Assists medical professionals by extracting symptoms from natural language, identifying potential diagnoses, and suggesting clinical next steps.

AudioCraft AI Audio Generation

Generates professional-grade music and sound effects from text descriptions using Meta's AudioCraft deep learning library.

Data Visualization Insight

Explores datasets and generates interactive visualizations in marimo notebooks using Polars and Plotly Graph Objects.

AI Text Summarizer & Processor

Automates large-scale text summarization and translation using intelligent length-based routing and asynchronous processing.

Vision & Multimodal Capabilities

Powers Claude with advanced visual perception to analyze images, process PDFs, and extract structured data from visual inputs.

Ollama Model Management & Optimization

Optimizes local LLM orchestration and GPU performance for Ollama-integrated AI environments.

LLM Integration & Orchestration

Integrates multiple LLM providers like Anthropic, OpenAI, and Google Gemini into applications using advanced orchestration and reasoning patterns.

DS-STAR Data Science Framework

Automates complex data science workflows using a multi-agent architecture and optimized model routing for efficient, iterative data analysis.

Perception Pipeline

Deploys and manages advanced smart home perception layers including NVR, facial recognition, and local voice processing pipelines.

JeriCommerce Loyalty Report Generator

Generates comprehensive loyalty program performance reports and data-driven growth projections via Metabase integration.

AI Engineer

Architects and implements production-grade LLM applications, RAG pipelines, and intelligent agent orchestrations.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using AgentDB's ultra-fast vector storage.

Scvitools

Analyzes single-cell omics data using deep probabilistic models for integration, batch correction, and differential expression.

Microsoft Agent Orchestrator

Orchestrates complex multi-agent systems using Microsoft AutoGen and Semantic Kernel with local LLM support.

Knowledge Ingestion Patterns

Implements systematic data ingestion strategies for RAG systems using optimized chunking and metadata patterns.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for Large Language Models using automated metrics, human feedback, and comparative benchmarking.