Data Science & ML Habilidades de Claude

Spreadsheet Automation & Analysis

Automates the creation, editing, and professional analysis of spreadsheets using Python-based tools while preserving complex formulas and layouts.

RAND Forecasting Initiative (RFI)

Integrates the RAND Forecasting Initiative API to retrieve crowdsourced geopolitical and policy forecasts for strategic analysis.

Audio Transcription & Diarization

Transcribes audio and video files into text or structured JSON with advanced speaker diarization and voice identification.

Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies with specialized handling for look-ahead bias and transaction costs.

Quantitative Risk Metrics

Calculates comprehensive portfolio risk metrics including VaR, CVaR, and risk-adjusted return ratios for quantitative trading strategies.

AI Configuration & MCP Cheat Sheet

Provides standardized configuration patterns for Gemini models, Codex environments, and Model Context Protocol (MCP) servers.

Embedding Optimization & Strategies

Implements high-performance embedding pipelines and vector search strategies for RAG applications.

Data Storytelling & Analytics

Transforms raw datasets into persuasive narratives and executive-ready presentations using structured storytelling frameworks and visualization techniques.

Prompt Engineering Patterns

Implement industry-standard prompt engineering techniques to improve LLM accuracy, reliability, and structured output handling.

Hybrid Search Implementation Patterns

Implements high-performance hybrid search by combining vector similarity with keyword-based retrieval for RAG and search applications.

Similarity Search Patterns

Implements efficient similarity search and vector database patterns for semantic retrieval and RAG systems.

Financial Risk Management

Analyzes and mitigates financial risks using quantitative models, stress testing, and data-driven exposure reduction strategies.

Clinical Trials Statistical Analysis

Provides R-based statistical methods and best practices for clinical trial design, analysis, and regulatory reporting.

Autonomous Trading

Orchestrates end-to-end stock trading operations by performing automated screening, multi-model AI analysis, and order execution via Alpaca.

AI Music Generation

Generates high-quality AI music and full songs with vocals using Diffrythm and Tencent models via the inference.sh CLI.

Arxiv Research Digest

Automates the discovery and summarization of relevant arXiv research papers based on specific interests in physics and machine learning.

Stock Analyzer

Performs professional financial stock analysis using technical indicators, automated chart generation, and news sentiment tracking.

JSON Repair & Formatting

Automatically fixes malformed or incomplete JSON strings generated by AI models to ensure reliable data parsing.

Harmonic Insight AI Assistant

Standardizes the implementation of Claude-powered AI assistants across the Insight Business Suite with built-in persona systems and BYOK management.

Training Curve Interpreter

Analyzes machine learning training logs to visualize loss curves, detect training issues, and provide diagnostic insights.

Gemini Document Processing

Integrates Google Gemini's native vision capabilities to analyze, summarize, and extract structured data from complex PDF documents.

PubMed Multi-Source Academic Search

Integrates multiple academic databases including PubMed, Semantic Scholar, and OpenAlex for comprehensive literature reviews and full-text retrieval.

Excel to Markdown Reader

Converts Excel (.xlsx) spreadsheets into clean Markdown tables for seamless data analysis and documentation.

Trading Signal Generator

Generates high-conviction trading signals and technical analysis reports using multi-indicator market scanning.

Excel & Spreadsheet Power Tools

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

Vector Index Tuning & Optimization

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

Vector Index Tuning

Optimizes vector index performance to achieve the ideal balance between search latency, recall accuracy, and memory consumption.

Fal AI Platform Management

Integrates Fal.ai platform APIs to manage generative AI models, track resource usage, and monitor real-time pricing.

LangChain Architecture Assistant

Designs and implements sophisticated LLM applications using the LangChain framework for agents, memory, and complex workflows.

Gemini Web Integration

Enables high-quality text and image generation using a reverse-engineered Gemini Web API interface.