Cristian Lemus
Docente Ocasional at ITM - Instituto Tecnológico Metropolitano
Medellín, Antioquia, Colombia
Summary
🤩
Rockstar🎓
Top SchoolCristian Lemus is an experienced electrical engineer and educator with 11 years in academia and research, currently teaching at ITM in Medellín. His work bridges control theory, signal processing and artificial intelligence, informed by a master's and doctoral studies in engineering from Universidad Tecnológica de Pereira. He has hands-on experience contributing to the popular SheffieldML/GPy project, where he developed first and second-order differential equation kernels for latent force models and time-series applications. As a researcher and docent he combines theoretical depth with practical modeling skills, mentoring students while advancing applied ML tools. Colleagues describe him as someone who translates control-theoretic intuition into usable probabilistic models for real-world dynamic systems.
11 years of coding experience
4 years of employment as a software developer
Doctorado, ENGINEERING, Doctorado, ENGINEERING at Universidad Tecnológica de Pereira
Github Skills (12)
gaussian-processes10
machine-learning10
time-series10
python10
kernel-methods10
data-analysis10
gpy9
modeling9
ode9
mathematical9
scipy8
numpy8
Programming languages (2)
Github contributions (5)
SheffieldML/GPy
Jan 2015 - May 2016
Gaussian processes framework in python
Role in this project:
ML Engineer
ML EngineerContributions:5 commits, 5 pushes, 1 comment in 1 year 4 months
Contributions summary:Cristian contributed to the development of Gaussian process kernels, specifically focusing on first and second-order differential equation kernels (EQ_ODE1 and EQ_ODE2). These kernels were designed for use in latent force models, indicating a focus on time-series modeling and related techniques. The changes involved creating new kernel files, updating existing ones, and adjusting model configurations to integrate these new components.
gaussiangaussian-processespython
cdguarnizo/BO_Droop
Dec 2020 - Jan 2025
Contributions:17 pushes, 6 branches in 4 years 1 month
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