Facundo Nieto

Experience

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  Profesional independiente

  Apr 2021 - now

  Freelance

  🔹 I have worked on software projects for various industries.🔹 Some of my most recent projects include:-Development of a system to monitor fuel theft on offshore fishing ships.-Data analysis of cooling equipment to predict anomalous events.-Detection of anomalies in medical equipment on production lines using artificial intelligence and computer vision.-Use of web scraping techniques and natural language processing to generate databases for companies.-Reverse engineering of scanned components. Show less

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  UBA IALAB

  Dec 2021 - now

  Machine Learning Engineer

  🔹 Designed and implemented end-to-end machine learning solutions, including data preprocessing pipelines, model architectures, and deployment as microservices, tailored to public sector challenges.🔹 Led the development of machine learning systems for gender violence case prioritization, leveraging computer vision (YOLO) and natural language processing (NLP) techniques to accelerate critical case identification.🔹 Evaluated project feasibility by assessing technical requirements, data quality, and performance thresholds, providing strategic recommendations to ensure realistic project execution.🔹 Authored technical documentation, detailing data strategies, model architectures, and implementation processes.🔹 Specialized in developing LLM-based agents, including Retrieval-Augmented Generation (RAG) systems using frameworks like LangChain. Show less

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  Satellites on Fire

  Apr 2023 - Feb 2024

  Machine Learning Engineer

  🔸 Development of artificial intelligence models for the detection and localization of wildfires in real time. 🔸 Design and implementation of data processing strategies for use in AI model training.🔸 Design and implementation of cloud APIs for deployment of models.🔸 Research and development of systems for geographic localization of wildfires based on 360 cameras.🔸 Prototyping and proof of concept.🔸 Development of dashboards and graphical user interfaces.

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  National University of Córdoba

  Jul 2023 - now

  Adscript Professor

  🔹 Designed and delivered theoretical and practical classes on AI topics with a focus on industry-relevant applications.🔹 Created and maintained educational resources, such as presentations, annotated Jupyter Notebooks, and custom datasets, ensuring students gained hands-on experience with real-world machine learning tools and techniques.🔹 Guided student teams during practical assignments, providing mentorship and technical support to help them implement machine learning models and solve engineering problems collaboratively.🔹 Undergraduate teaching assistant in the subject "Artificial Intelligence and Intelligent Systems" at the Faculty of Exact, Physical and Natural Sciences (FCEFyN) between March and September 2022. Show less

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  Scale AI

  Feb 2024 - now

  QA Data Scientist

  🔸Participated in the fine-tuning of state-of-the-art specialized large language models (LLMs) for domains such as machine learning, data science, and general software, using Reinforcement Learning with Human Feedback (RLHF).🔸Designed domain-specific prompts and guided LLMs through problem-solving tasks, leveraging expertise in machine learning and data science to refine model outputs and improve response quality.🔸Reviewed and audited tasks performed by others, ensuring alignment with project requirements and evaluating the tasker performance to maintain quality standards. Show less