Data Science & ML Habilidades de Claude

ML Model Explainability

Provides deep insights into machine learning model predictions using interpretability techniques like SHAP and LIME.

ML Model Explainability & Interpretation

Provides deep insights into machine learning model predictions and feature importance using interpretability techniques like SHAP and LIME.

AI Model Versioning Tracker

Tracks and manages AI/ML model versions, lineage, and performance metrics within your development workflow.

Model Versioning Tracker

Tracks and manages AI/ML model versions, performance metrics, and lineage within Claude Code workflows.

Neural Network Builder

Automates the design and configuration of deep learning architectures including CNNs, RNNs, and Transformers through natural language commands.

Neural Network Builder

Constructs and configures complex neural network architectures using natural language commands within Claude Code.

NLP & Text Analysis

Analyzes text data to perform sentiment analysis, keyword extraction, and topic modeling using advanced NLP techniques.

NLP Text Analyzer

Performs advanced natural language processing tasks including sentiment analysis, keyword extraction, and topic modeling to derive actionable insights from text.

Recommendation System Builder

Builds personalized recommendation engines using collaborative filtering, content-based filtering, and hybrid machine learning models.

Recommendation System Engine

Automates the design and implementation of personalized recommendation systems using collaborative, content-based, and hybrid filtering techniques.

Regression Analysis & Modeling

Performs automated regression analysis and predictive modeling to identify relationships between variables and forecast future data points.

Regression Analysis & Modeling

Automates regression modeling and data analysis to identify relationships between variables and generate predictive insights.

Text Sentiment Analysis

Classifies the emotional tone of text data to identify positive, negative, and neutral sentiments in customer feedback and social media.

Text Sentiment Analysis

Analyzes the emotional tone and polarity of text data to provide insights into customer feedback and public opinion.

Time Series Forecasting

Forecasts future values and identifies temporal patterns in historical data using advanced statistical models and TimeGPT pipelines.

Time Series Forecasting

Predicts future values and identifies temporal patterns by analyzing historical time series data within the Claude Code environment.

Transfer Learning Model Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for specialized datasets and tasks.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for custom datasets and specialized tasks.

Scikit-learn Machine Learning

Streamlines machine learning workflows in Python using scikit-learn for classification, regression, clustering, and data preprocessing.

Yield Spread Sector Forecaster

Forecasts relative performance between growth and defensive sectors using US Treasury yield curves as a leading indicator.

Advanced Excel & Spreadsheet Management

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and industry-standard financial modeling conventions.

Excel & Spreadsheet Mastery

Enables professional spreadsheet creation, data analysis, and financial modeling with rigorous formula verification and industry-standard formatting.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced techniques like few-shot learning, chain-of-thought reasoning, and modular prompt templates.

RAG Implementation

Implements Retrieval-Augmented Generation (RAG) systems with vector databases and semantic search to build grounded, knowledge-aware AI applications.

Excel & Spreadsheet Expert

Creates, edits, and analyzes sophisticated Excel spreadsheets with advanced formula support and industry-standard financial formatting.

Agri Hedge Fund Positioning Tracker

Quantifies hedge fund capital flows in agricultural commodity markets using CFTC COT data and macro sentiment indicators.

Zeberg-Salomon Economic Rotator

Builds macro-economic models using leading and coincident indicators to automate Risk-On/Risk-Off switching strategies.

Atlas Persistent Memory

Manages persistent semantic memory and knowledge graph integration for AI agents to maintain context across sessions.

Microsoft Agent Type Implementation

Implements and configures specialized agent types within the Microsoft Agent Framework for diverse conversational and workflow-driven AI applications.

Microsoft Agent Patterns

Orchestrates complex multi-agent systems using Microsoft Agent Framework patterns like AutoGen and Semantic Kernel.