Data Science & ML Habilidades de Claude

State-Driven Class Patterns

Encapsulates complex state management into robust class structures to handle transitions, backtracking, and algorithmic branching.

Priority Queue Implementation Patterns

Implements high-performance priority queues for pathfinding, scheduling, and stream processing using efficient heap-based structures.

Local Search Optimizer

Solves NP-hard optimization problems using greedy construction and iterative local improvement patterns.

Propagate-Then-Search Logic Pattern

Optimizes constraint satisfaction problem-solving by eliminating impossibilities through inference before initiating recursive search operations.

LLM Evaluation & Metrics

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and LLM-as-judge patterns.

Local LLM Management

Manages local Ollama LLM models for development, testing, and VRAM optimization within Claude Code workflows.

Stable Matching & Gale-Shapley

Implements the Gale-Shapley algorithm to solve stable matching problems for two-sided markets like residency and admissions.

Counter Frequency Patterns

Implements efficient counting and frequency analysis patterns using Python's collections.Counter for data processing and distribution analysis.

AI Prompt Optimizer

Refines and compresses LLM prompts to minimize token usage and maximize response quality.

Python Operator Overloading DSL

Enables the creation of expressive domain-specific languages in Python by overloading arithmetic and logical operators.

Python Memoization Patterns

Optimizes Python functions by implementing memoization and dynamic programming patterns to eliminate redundant recursive computations.

Genome Analyzer

Analyzes and processes genomic data sequences to extract biological insights and automate bio-informatics workflows.

Excel & Financial Modeling Pro

Automates spreadsheet creation, complex financial modeling, and data analysis with professional formatting and formula integrity.

Python NamedTuple Records

Implements immutable, memory-efficient data structures using Python's namedtuple for cleaner and more readable code.

Iterate with Itertools

Implements memory-efficient combinatorial iteration patterns in Python using the itertools library.

Symbolic Expression Tree Builder

Implements symbolic computation patterns and Abstract Syntax Trees for mathematical modeling and code transformation.

CSV Data Summarizer

Analyzes CSV files to provide immediate statistical summaries and automated data visualizations using Python and pandas.

Python Lazy Generator Patterns

Implements memory-efficient data processing using Python generators and lazy evaluation patterns.

Pydantic AI Agent Builder

Builds production-grade AI agents using the Pydantic AI framework with robust type safety and structured outputs.

Convex Hull & Geometric Patterns

Implements efficient computational geometry algorithms for calculating convex hulls, point enclosures, and polygon operations.

Statistical Data Reporting

Generates human-readable, aligned tables and statistical summaries for reporting results and data comparisons.

Python Comprehension Chain Patterns

Implements elegant, idiomatic data transformations using Pythonic list, dictionary, and set comprehensions inspired by Peter Norvig.

Excel Data Analysis

Automates the analysis, manipulation, and visualization of Excel spreadsheets using Python-based data science libraries.

Probability & Counting Patterns

Implements exact probability calculations and combinatorial counting patterns using a functional, Norvig-inspired approach.

Shipping Data Analyst Expert

Analyzes logistics exports to provide structured rate preparation intelligence and shipping profile discovery.

Precompute Relationships Pattern

Optimizes algorithmic performance by calculating static graph, grid, and constraint relationships during module load for constant-time lookups.

Excel & Financial Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with precise formula management and financial modeling standards.

Excel Data Analysis & Manipulation

Automates the analysis, processing, and visualization of Excel spreadsheets using Python-based data science libraries.

Text Data Extraction Patterns

Extracts structured data, numbers, and identifiers from unstructured text using optimized regex patterns and Norvig-inspired utilities.

Norvig Sparse Set Pattern

Implements memory-efficient sparse data structures using Python sets for infinite grids and large coordinate spaces.