Faculty of Exact and Natural Sciences

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Research group

Spanish

Numerical and Financial Analysis Research Group (ANFI)

Academic Unit: Faculty of Exact and Natural Sciences

Colombian Ministry of Science

B

Call

737 GrupLAC

OECD

Area

Natural sciences

Subarea

Mathematics

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Strategic Focus

The objective of the Numerical and Financial Analysis (ANFI) Research Group at the University of Antioquia is to transform complex problems into innovative solutions through applied mathematics, artificial intelligence, and software development. We focus on generating economic and social value for SMEs, industries, universities, and society through cutting-edge research, technological product development, and technology transfer, promoting spinoffs that benefit all stakeholders.

Research Lines and/or Areas

Technological convergence in artificial intelligence
Robust Stochastic Optimization for Deep Learning Models
Reinforcement Learning with Human Feedback (RLHF)
Risk analysis and quantification
Agent-based solutions for defense and intelligence.
Ethical AI

Sustainable Development Goals (SDGs)

Group Coordinator

Jose Antonio Solano Atehortúa

Master's Degree in Applied Mathematics, University of Sao Paulo (Brazil)
Mathematician, University of Antioquia (Colombia)
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Coordinator's Email

jose.solano@udea.edu.co

Scientific Cooperation

Collaborative Relationships

Click Vital: Medicina Virtual
Grupo de investigación Álgebra, Teoría de Números y Aplicaciones: ERM

Highlighted Projects

Mathematical model for generating automated market creation, hedging, and trading strategies through analysis of the TES market microstructure.
Comparison and optimization of high-frequency trading strategies.
Development of a system for real-time identification of anomalies associated with the loss of satellite tracking signals from vehicles.
Intelligent Food Weight Measurement System using Embedded AI: Hybrid Models of Algebraic Topology and Efficient Neural Networks.

Key Research Findings

Software prototype for optimizing algorithmic trading strategies.
Anomaly detection system for satellite vehicle tracking.
Pipeline for building RAG systems and AI agents with scalable architecture based on microservices and Docker.

Services and/or Products Portfolio

Training in AI and Applied Mathematics: Courses and workshops for companies and universities on AI, RLHF, computer vision, and probabilistic models, with a practical and technical focus.
Training of undergraduate and graduate students in the group's lines of research.
Data Science Consulting Services: Specialized consulting in machine learning and artificial intelligence for the digital transformation of industries, focusing on RAG systems and AI agents for sectors such as finance, health, and security, with scalable architecture based on microservices and Docker.
Solutions to automate and optimize the annotation of text, image, and video data, aimed at companies that train AI models.