Data Science & ML Habilidades de Claude

Nixtla Forecast Validator

Validates time series forecast accuracy by comparing current performance against historical benchmarks to detect model degradation.

MarkItDown File Converter

Converts diverse file formats including PDFs, Office documents, images, and audio into LLM-optimized Markdown.

Multi-Agent System Orchestrator

Orchestrates sophisticated multi-agent workflows using the AI SDK v5 to manage handoffs and intelligent task routing across multiple AI providers.

Nixtla Event Impact Modeler

Quantifies the causal effect of external events on time series data using TimeGPT and counterfactual modeling.

Classification Model Builder

Automates the end-to-end workflow of building, training, and evaluating machine learning classification models from labeled datasets.

AI Ethics Validator

Validates ethical implications, fairness metrics, and bias detection in AI/ML models and datasets.

Opentrons Lab Automation

Automates laboratory liquid handling by generating Opentrons Protocol API v2 scripts for Flex and OT-2 robots.

Nixtla Polymarket Analyst

Forecasts Polymarket prediction market outcomes and price movements using Nixtla TimeGPT.

Nixtla Correlation Mapper

Analyzes multi-asset correlations and generates optimized hedging strategies for portfolio risk management.

ML Model Evaluation Suite

Evaluates machine learning model performance using standardized metrics like accuracy, precision, and F1-score to guide model optimization and validation.

Computer Vision Processor

Analyzes and processes images using advanced computer vision techniques for object detection, classification, and segmentation.

AgentScope Analyzer

Analyzes the AgentScope multi-agent framework by searching tutorials, implementation examples, and module structures.

Pysam Genomic Toolkit

Manipulates genomic datasets including SAM, BAM, CRAM, and VCF files through a Pythonic interface to htslib.

Statsmodels Statistical Analysis

Performs rigorous statistical modeling and econometric analysis using regression, time-series, and hypothesis testing tools.

PyTorch Lightning Framework

Streamlines PyTorch development by organizing code into modular structures and automating training workflows for scalable deep learning.

ClinVar Database Assistant

Queries NCBI ClinVar to retrieve genetic variant clinical significance, interpret pathogenicity, and annotate VCF files for genomic medicine.

NetworkX Graph Analysis

Creates, analyzes, and visualizes complex network structures and graph algorithms using the NetworkX library in Python.

Nixtla Usage Optimizer

Audits Nixtla library implementation to suggest cost-effective model routing and forecasting performance optimizations.

Dataset Splitter

Automates the partitioning of datasets into training, validation, and testing sets for machine learning workflows.

Vaex Big Data Processing

Processes and visualizes massive tabular datasets exceeding RAM limits using lazy, out-of-core DataFrames.

ML Hyperparameter Tuner

Optimizes machine learning model performance through automated grid search, random search, and Bayesian optimization.

Dataset Splitter

Automates the partitioning of data into training, validation, and testing sets for machine learning workflows.

AgentDB Memory Patterns

Implements high-performance persistent memory and learning patterns for stateful AI agents using AgentDB.

Pymoo Optimization

Solves complex single and multi-objective optimization problems using state-of-the-art evolutionary algorithms and decision-making tools.

Data Preprocessing Pipeline

Automates the cleaning, transformation, and validation of raw data into production-ready datasets for machine learning models.

Nixtla TimeGPT Fine-Tuning Lab

Optimizes Nixtla TimeGPT models through automated dataset preparation, job submission, and performance benchmarking for domain-specific forecasting.

AgentDB Vector Search

Powers Claude with high-performance vector search and semantic retrieval for RAG systems and intelligent document indexing.

Resource Detector & Strategy Advisor

Identifies system hardware capabilities and provides strategic recommendations for optimal computational performance in scientific tasks.

Data Visualization Creator

Transforms raw datasets into professional-grade charts, graphs, and visual plots using intelligent data analysis.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.