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Senior Data Scientist - Ventures

ADP

Porto Alegre

Presencial

BRL 120.000 - 160.000

Tempo integral

Há 23 dias

Resumo da oferta

A leading technology company is searching for a Senior Data Scientist to spearhead the development of innovative conversational AI systems. The role involves designing pipelines, integrating Generative AI, and optimizing models while requiring extensive experience in machine learning and conversational technologies. Ideal candidates will have hands-on expertise with major AI frameworks and strong software engineering skills, particularly in Python.

Qualificações

  • Experience in Machine Learning/AI, particularly with large language models.
  • Hands-on expertise with OpenAI APIs and/or Anthropic Claude.
  • Strong software engineering skills including Python and version control.

Responsabilidades

  • Lead the development of conversational AI systems and architect end-to-end pipelines.
  • Design and implement robust function-calling workflows to connect LLM agents with external services.
  • Fine-tune transformer models for specific tasks.

Conhecimentos

Machine Learning
AI
Python
Prompt Engineering
NLP
Function & Tool Calls
Conversation Management
Model Fine-tuning

Ferramentas

OpenAI APIs
Anthropic Claude
Hugging Face Transformers
LangChain

Descrição da oferta de emprego

Description

ADP is hiring a Senior Data Scientist - Ventures

  • We're seeking an experienced Senior 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

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