Senior Software Engineer – Open Source, SWE-Bench Evaluation

🕒 Setembro 15

🇦🇷 Argentina – Remoto

💵 $65 / hora

⏳ Contrato/Temporário

🟠 Sênior

🧑‍💻 Engenheiro Full-stack

👻 Score fantasma 0%

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🗣️🇺🇸🇬🇧 Inglês obrigatório

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Anyone AI

11 - 50 funcionários

Fundada em 2022

📚 Educação

🤖 Inteligência Artificial

🎯 Recrutamento

💰 $1.500.000 Pre Seed Round - Anyone AI em 2022-06

Education • Artificial Intelligence • Recruitment

Anyone AI é um acelerador de carreiras e academia de formação focada na América Latina que desenvolve engenheiros de software em profissionais de IA e aprendizado de máquina por meio de programas intensivos, remotos e conduzidos por mentores. Combina cursos técnicos (por exemplo, a trilha de Desenvolvedor de Machine Learning), preparação profissional (otimização de currículo/LinkedIn, treinamento para entrevistas, prática de inglês) e um modelo orientado para colocação (pagamentos baseados em participação de renda e acesso a parcerias com empregadores) para ajudar os graduados a conquistarem posições em IA com salários mais altos globalmente. A Anyone AI também opera um mercado de talentos conectando sua comunidade a empresas que buscam talentos em IA.

Descrição

• Review ML challenges involving experiment design, model selection, datasets, metrics, preprocessing, distribution shift, contamination, label noise, feature leakage, hyperparameter tuning, train/validation/test methodology, reproducibility, and statistical significance • Determine whether challenges are technically sound, reproducible, appropriately difficult, and require strong machine learning reasoning • Evaluate whether datasets contain meaningful and learnable signals • Identify unintended shortcuts or artifacts in synthetic datasets • Determine whether tasks require genuine diagnosis of underlying ML problems rather than brute-force model selection or large hyperparameter searches • Review evaluation metrics and improvement thresholds • Detect metric gaming, data leakage, and evaluation flaws • Verify reproducibility across the complete data-to-model-to-evaluation pipeline • Assess whether challenge difficulty is appropriately calibrated • Provide recommendations for improving, recalibrating, or excluding problematic tasks • Analyze ML experiments, datasets, metrics, and pipelines for applied machine learning model-training and evaluation challenges

🎯 Requisitos

• 3+ years of hands-on applied machine learning experience • Strong experience with ML experiment design, model selection, hyperparameter tuning, model evaluation, data preprocessing, and validation • Strong understanding of train, validation, and test splits • Ability to identify data leakage, label noise, distribution shift, spurious correlations, feature leakage, and data contamination • Experience evaluating whether performance improvements are statistically meaningful rather than random fluctuations • Strong understanding of ML evaluation metrics and when different metrics are appropriate • Experience debugging ML workloads across CPU and GPU environments • Ability to analyze technical problems and provide clear written feedback • Experience creating or participating in Kaggle, DrivenData, or similar ML competitions is nice to have • Experience designing benchmark datasets or ML challenges is nice to have • Background in data-centric AI or dataset quality is nice to have • Experience with synthetic data generation and validation is nice to have • Familiarity with statistical testing, confidence intervals, and effect sizes is nice to have • Experience with ML evaluation pipelines, RLHF, or AI model evaluation is nice to have • Experience developing ML curricula or technical assessments is nice to have • Understanding of shortcut learning, spurious correlations, Goodhart’s Law, Simpson’s paradox, and metric gaming is nice to have • Applicants must select a programming language or library for the interview and provide a location

🏖️ Benefícios

• Remote work • Part-time, project-based consulting engagement

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