Data Science & ML Habilidades de Claude

Machine Learning Deployment Helper

Automates the deployment of machine learning models to production environments using CI/CD workflows and infrastructure-as-code best practices.

Jupyter Notebook Cell Referencing

Standardizes how AI identifies and communicates about specific Jupyter notebook cells using stable, identifiable characteristics instead of volatile cell numbers.

Cross-Modal Normalization for MaxFuse

Standardizes scale alignment for multi-modal RNA and protein data integration to ensure accurate cross-modal matching.

RL Trading Reward Optimizer v3.3.0

Optimizes reinforcement learning reward functions for automated trading to eliminate reward hacking and improve P&L gradient signals.

MaxFuse Bimodal Score Diagnosis

Diagnoses and resolves bimodal matching score distributions in MaxFuse multi-modal data integration pipelines.

Notebook Data Consistency

Prevents data shape mismatches and synchronization errors when modifying Jupyter notebook data sources.

Large Cell Ratio Matching for MaxFuse

Optimizes MaxFuse parameters to prevent RNA cell loss in datasets with extreme protein-to-RNA imbalance ratios.

Adaptive Predator-Prey Dynamics

Optimizes trading regime detection by dynamically adjusting Lotka-Volterra coefficients based on real-time market volatility and momentum.

Integrated Risk Manager

Implement unified position sizing and sophisticated risk management for trading algorithms using GARCH, Kelly criterion, and quadratic drawdown scaling.

Recursive Memory Explorer

Navigates complex memory graphs using RLM-style recursive search to find deep context without excessive token usage.

Ollama GPU Monitor

Monitors GPU performance, VRAM usage, and inference metrics for local Ollama models.

Ollama REST API Interface

Integrates Ollama's local LLM capabilities into Claude Code via direct REST API operations using the Python requests library.

OpenAI Compatibility for Ollama

Integrates Ollama with the OpenAI Python library to enable seamless migration and compatibility with OpenAI-based tools.

Ollama Python Integration

Integrates local LLM inference into Python applications using the official Ollama library for text generation, chat, and model management.

Palladium-Silver Lead-Lag Detector

Analyzes cross-metal correlations between Palladium and Silver to confirm trend turning points and identify failed price moves.

HuggingFace Model Importer

Imports GGUF models directly from HuggingFace into Ollama for seamless local inference and experimentation.

Copper Inventory Signal Analyzer

Analyzes copper inventory rebuild speeds and historical price percentiles to identify market peaks and long-term valuation opportunities.

Demographic Fiscal Trap Analyzer

Analyzes the intersection of aging populations and sovereign debt to quantify fiscal vulnerability and potential currency dilution paths.

Fear-of-Falling QC Summarizer

Aggregates K18 quality control artifacts into comprehensive summary reports while maintaining project manifests.

Local LLM & Home Assistant Integration

Integrates local Large Language Models with Home Assistant and Ollama for private, high-performance smart home automation.

Vertex Engine Inspector

Validates and audits Vertex AI Agent Engine deployments to ensure production readiness, security compliance, and protocol adherence.

Tile Snake Pattern Stitching

Reconstructs multiplex microscopy images by correctly ordering tiles acquired via snake or serpentine stage patterns.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex workflow orchestration.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and comparative benchmarking.

Hashbrown LLM React Development

Simplifies building generative UI and LLM-powered React applications with client-side tool calling and sandboxed execution.

Oracle AI Architect

Implements enterprise-grade AI solutions using OCI Generative AI, Database 23ai Vector Search, and the Oracle ADK.

Oracle Agent Spec Expert

Designs framework-agnostic AI agents using Oracle's Open Agent Specification for portable and interoperable agentic systems.

Embedding Strategies for RAG

Optimizes vector search and RAG applications through intelligent embedding model selection and advanced chunking strategies.

Crypto Market Research Agent

Performs comprehensive cryptocurrency market research and analysis using a multi-agent AI system.

Crypto Market Research

Performs multi-agent cryptocurrency market analysis, tracking price trends, news sentiment, and macro correlations for digital asset evaluation.