Data Science & ML Claude 技能

RAG Implementation Patterns

Implements high-performance Retrieval Augmented Generation (RAG) pipelines including document chunking, vector database integration, and semantic search.

ML Pipeline & MLOps Workflow

Orchestrates end-to-end MLOps pipelines from data ingestion and preparation to model training, validation, and production deployment.

LLM Application Evaluation

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and systematic benchmarking.

Data Storytelling

Transforms raw analytics into persuasive business narratives through structured storytelling, visualization techniques, and executive-ready frameworks.

Spark Optimization

Optimizes Apache Spark jobs through advanced partitioning, memory management, and shuffle performance tuning.

Qualitative Research & Data Collection Specialist

Designs and executes rigorous qualitative data collection protocols for interviews, focus groups, and systematic observations.

Medical Symptom Analysis

Transforms raw medical consultation data into structured health assessments and actionable care recommendations.

LLM Performance Evaluation

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

RAG Retrieval Patterns

Implements and optimizes advanced search strategies including semantic, hybrid, and reranking for high-performance RAG systems.

SAP AI Core & Generative AI Hub

Deploys and manages enterprise-grade AI/ML workloads on SAP Business Technology Platform using SAP AI Core and AI Launchpad.

SAP HANA Machine Learning (hana-ml)

Develops and deploys in-database machine learning models using the SAP HANA Python Client (hana-ml).

Document Parsing & Extraction

Extracts text, tables, and metadata from PDF, DOCX, and HTML documents to power RAG pipelines and data processing workflows.

ElevenLabs Speech-to-Text Integration

Integrates ElevenLabs Scribe v1 for high-accuracy speech-to-text transcription across 99 languages with speaker diarization.

SAP Cloud SDK for AI

Integrates SAP AI Core and Generative AI Hub services into enterprise JavaScript and Java applications.

ML Experiment & SLURM Monitor

Monitors machine learning experiment progress, SLURM job queues, and model checkpoint status across distributed computing environments.

ESM Protein Design & Modeling

Designs, analyzes, and generates protein sequences and structures using Evolutionary Scale Modeling (ESM3 and ESM C).

Gemma 3 270M Integration Template

Streamlines the integration and testing of Gemma 3 270M models within the Claude Code environment.

Data Anomaly Detection

Identifies outliers and unusual patterns in datasets using advanced machine learning algorithms to uncover fraud, defects, or security threats.

TimeGPT-2 Migration Assistant

Automates the transition of time-series forecasting pipelines from TimeGPT-1 to the enhanced TimeGPT-2 architecture.

Experiment Retrospective & Insight Extractor

Distills experiment reports and logs into actionable project skills and troubleshooting documentation.

LlamaIndex RAG Patterns

Implements production-ready RAG pipelines and advanced retrieval strategies using LlamaIndex templates and scripts.

Scientific Schematics & Diagrams

Generates publication-quality scientific diagrams, neural network architectures, and technical flowcharts using specialized Python libraries.

Benchling R&D Integration

Automates Benchling life sciences R&D operations including registry management, inventory tracking, and electronic lab notebook (ELN) documentation.

Trust RL Model Predictions

Optimizes trading strategy execution by removing redundant heuristic pattern filters that conflict with Reinforcement Learning model signals.

Google Veo Video Generation

Generates high-fidelity videos and synchronized audio using Google Veo 3.1 via the Vertex AI API.

Mem0 Memory Design Patterns

Architects scalable AI memory systems with optimized retention, storage backends, and multi-level context patterns.

Multiplex Imaging Analysis

Optimizes segmentation, feature extraction, and spatial analysis workflows for high-dimensional multiplex immunofluorescence imaging data.

Python Dataclass Optimizer

Optimizes Python dataclasses for memory efficiency, immutability, and validation using advanced PEP 557 patterns.

RAG Chunking Strategies

Implements and benchmarks advanced document chunking strategies to optimize retrieval performance and context preservation in RAG pipelines.

AI & ML Prompt Optimizer

Optimizes Large Language Model (LLM) prompts to minimize token consumption, reduce operational costs, and enhance response quality.