Data Scientist

3 semanas atrás

Porto Alegre, Brasil ADP Tempo inteiro

ADP is hiring a Data Scientist - Ventures We're seeking a Data Scientist to lead the development of next-generation conversational AI systems. You'll work to architect end-to-end pipelines — spanning from prompt design through model orchestration and deployment — to deliver cutting‑edge text‑based assistants at scale. Key Responsibilities GenAI & LLM Integration: Design, prototype, and productionize solutions using OpenAI, Anthropic Claude, and open‑source large language models. Function & Tool Calls: Implement robust function‑calling and tool‑calling workflows to connect your LLM agents to external APIs, knowledge bases, and microservices. Conversation Management: Build and maintain conversation history stores and memory to enable context‑aware dialogue. Prompt Engineering & Testing: Lead iterative prompt design, to build the most optimized custom prompts for different tasks. Agent Orchestration: Evaluate, select, and integrate agent frameworks (e.g., LangChain, LangGraph, SmolAgents, or similar) to coordinate multi‑step workflows and dynamic tool usage. NLP Fundamentals: Apply core NLP techniques (tokenization, embeddings, data processing) as needed to preprocess data and enrich model inputs. Model Fine‑tuning: Fine‑tune transformer models for custom tasks, including text classification, information extraction, and named‑entity recognition (NER). Conversation Engine Development: Build and maintain scalable pipelines for conversational assistants. Must‑Have Qualifications Experience in Machine Learning/AI, focused on large language models and conversational systems. Hands‑on expertise with OpenAI APIs (ChatGPT, function call) and/or Anthropic Claude; familiarity with open‑source LLMs (e.g., Llama, Mistral). Demonstrated ability to build custom prompt templates. Proficiency with at least one agent orchestration framework (LangChain, LangGraph, SmolAgents, or similar). Solid understanding of session management, conversation history/data storage, and memory architectures. Experience fine‑tuning transformer models (Hugging Face Transformers or equivalent) for classification, extraction, and NER tasks. Strong software engineering skills: Python, version control (GIT), test‑driven development, CI/CD. Nice‑to‑Have Familiarity with Model Context Protocol (MCP) for context management across chains and sessions. Expertise with Pydantic for response validation and structured responses. Experience with Retrieval‑Augmented Generation (RAG) workflows — including vector stores, embedding search, and retrieval pipelines. Background in scalable microservices or serverless architectures for deploying AI agents. Like what you see? Apply now Learn more about ADP at tech.adp.com/careers O modelo de trabalho adotado pela ADP é office‑based/presencial, com a possibilidade de trabalho em home‑office por até duas vezes na semana. Considerando que as atividades desempenhadas pelos ocupantes deste cargo envolvem acesso a informações altamente confidenciais e sensíveis de clientes da ADP e de seus respectivos empregados, a ADP reserva‑se o direito de conduzir checagem de histórico, de tempos em tempos, conforme autoriza o Incidente de Recurso de Revista Repetitivo nº 01 do Tribunal Superior do Trabalho, mediante consentimento do candidato/trabalhador. #J-18808-Ljbffr

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