Data Science & ML Habilidades de Claude

Narwhals Dataframe Compatibility

12

Writes dataframe-agnostic Python code that runs seamlessly across pandas, Polars, PyArrow, and other major backends.

Agent Configuration Validator

12

Validates agent YAML frontmatter and configurations to ensure compatibility with ML Odyssey requirements.

Agent Coverage Check

12

Verifies complete agent system coverage across hierarchy levels, development phases, and project sections.

Mojo SIMD Analyzer

12

Analyzes Mojo source code to identify and implement SIMD optimization opportunities for high-performance tensor and array operations.

LiteLLM Integration

11

Simplifies LLM API integration by providing a unified Python interface for over 100 providers using a consistent OpenAI-compatible format.

SAP HANA Machine Learning (hana-ml)

11

Develops and deploys in-database machine learning models using the SAP HANA Python Client for PAL, APL, and AutoML workflows.

SAP Cloud SDK for AI

11

Integrates SAP AI Core and Generative AI Hub capabilities into JavaScript and Java applications with enterprise-grade orchestration and security features.

SAP Data Intelligence Cloud Development

11

Builds and optimizes data processing pipelines, integrations, and machine learning scenarios within the SAP Data Intelligence Cloud environment.

ML Pipeline Automation

11

Orchestrates end-to-end machine learning workflows using industry-standard tools like Airflow, Kubeflow, and MLflow.

Llamafile Local LLM

11

Simplifies the installation, configuration, and management of Mozilla Llamafile for running local, OpenAI-compatible LLMs.

Recommendation System Engineering

11

Deploys production-ready recommendation architectures featuring multi-tier caching, feature stores, and automated A/B testing frameworks.

SAP AI Core

11

Deploys and manages enterprise AI/ML workloads, Generative AI Hub models, and orchestration pipelines on SAP BTP.

DSPy Haystack Integration

11

Optimizes Haystack RAG pipelines by leveraging DSPy's data-driven prompt tuning and programmatic optimization capabilities.

Excel & Financial Modeling

Creates, analyzes, and manages complex Excel spreadsheets with a focus on financial modeling standards and formula integrity.

Prompt Forge

Transforms vague human intent into structured, production-ready prompt artifacts through iterative clarification.

AI Research Analyst

Conducts deep-dive information gathering and data synthesis to produce actionable strategic insights and comprehensive reports.

Llamafile Local LLM

Configures and manages local LLM inference using Mozilla's llamafile to provide offline, OpenAI-compatible AI capabilities.

LiteLLM Unified Interface

Simplifies LLM integration by providing a consistent OpenAI-style Python interface for over 100 cloud and local providers.

Prompt Engineering Expert

Optimizes AI prompts using research-backed frameworks and production-ready templates to ensure high-quality, cost-effective model outputs.

RLHF Alignment Guide

Provides comprehensive technical guidance on Reinforcement Learning from Human Feedback for aligning large language models with human preferences.

Hugging Face Transformers

Loads and deploys state-of-the-art pretrained models for text, vision, and audio using the Hugging Face library.

Prompt Engineering Expert

Optimizes LLM output quality by providing domain-specific guidance and structural patterns for crafting high-performance prompts.

AI Agent & Workflow Patterns

Architects sophisticated AI agent systems and LLM workflows using proven patterns like ReAct, prompt chaining, and orchestrator-worker models.

Apple Silicon MLX Engineering

Optimizes and runs large language models on Apple Silicon using the native MLX framework for high-performance inference and fine-tuning.

Hyperspell Setup

Integrates Hyperspell’s long-term memory and RAG capabilities into your project with automated configuration and SDK setup.

Remote Run Over SSH

Executes machine learning examples on remote GPU hosts via SSH by syncing minimal workspaces and launching Docker-based training scripts.

LLM Integrator

Integrates large language models with the emotive-mascot engine to create sentiment-driven, emotionally responsive conversational interfaces.

Everyrow AI Data Processing

Integrates AI-powered qualitative analysis into Python pandas workflows for intelligent data sorting, deduplication, and merging.

Ontology Permissible Value Mapper

Maps LinkML enum permissible values to verified ontology terms and CURIEs using the Ontology Access Kit (OAK).

Pipeline Architecture & ETL Design

Implements robust pipes-and-filters architectures for complex ETL, media processing, and data transformation workloads.