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# **Carlos López Pérez**  
📞 (+57) 305 318 4332 | ✉️ <a href="mailto:cdanielp99@gmail.com" style="text-decoration: none;">cdanielp99@gmail.com</a>  
🔗 <a href="https://www.linkedin.com/in/carlos-daniel-lopez-perez-1b1b521b3/" style="text-decoration: none;">LinkedIn</a>

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## 🎓 Education

- **2023–2025**: *Master's in Applied Statistics*, Universidad del Norte  
  - Research focus: Topic Modelling, with emphasis on **Latent Dirichlet Allocation (LDA)** and natural language processing.
- **2022–2023**: *Specialization in Applied Statistics*, Universidad del Atlántico  
- **2015–2021**: *Industrial Engineering*, Universidad del Atlántico  

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## 🧠 Skills

- **Programming Languages**: R, Python (Oriented to Data Analysis and visualization), VBA, SQL  
- **Tools**: Advanced Excel, Posit Cloud, Quarto, LaTeX, Power BI, Minitab, Statgraphics, Streamlit, PowerPoint, GitHub Pages  
- **Languages**:  
  - English: Advanced (C1)  
  - French: Intermediate (B1)  
  - German: Basic (A2)

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## 🔬 Ongoing Projects and Research

- **June 2024 – Present**  
  *Topic Modelling using LDA on Marshall-Olkin Bivariate Distribution studies*  
  - **Advisor**: <a href="https://www.linkedin.com/in/humberto-llinas-b1335319/" style="text-decoration: none;">Dr. rer. nat. Humberto Llinás Solano</a>  
  - Applying Latent Dirichlet Allocation to study topic evolution in research related to the Marshall-Olkin Bivariate distribution.

- **January 2025**  
  Master's thesis: <a href="https://www.researchgate.net/publication/388458969_A_Comprehensive_Guide_to_Latent_Dirichlet_Allocation_Building_a_Solid_Foundation_with_Key_Statistical_Concepts?channel=doi&linkId=679985cf207c0c20fa64286c&showFulltext=true" style="text-decoration: none;">A Comprehensive Guide to Latent Dirichlet Allocation: Building a Solid Foundation with Key Statistical Concepts</a>  
  - A guide on LDA for identifying and analyzing latent topics in large text volumes — essential for unstructured data analysis.

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## 📊 Consulting projects

- **Coremar (Jan. 2025)**  
  In-person course: *Introduction to Machine Learning and GLMs*  
  - Two-day session covering theory and applications of CART, Poisson regression, and Logistic models in the port industry.

- **Palermo Sociedad Portuaria (Dec. 2024)**  
  Development of LSTM model for climate variable prediction  
  - Built and deployed an LSTM model to forecast 3 key climate variables, and implemented an interactive dashboard.

- **Gerencia de Riesgos e Ingeniería**
  - **Jan 2025**: *Multivariate Analysis of Workplace Accidents*  
    Applied multivariate statistics to identify key factors in accidents in a port sector company.
  - **Jun 2024**: *Analysis of Occupational Safety Evaluations*  
    Used multivariate statistics to evaluate the influence of variables in health and safety performance assessments.

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## 🧩 Additional Training and Roles

- **Sept 2025**: Lecturer in Bootcamp: *Ciencia en Acción: Datos que transforman al mundo*, Universidad del Norte.  
  👉 [Official Press Release](https://www.uninorte.edu.co/web/grupo-prensa/w/maestrias-desarrollan-bootcamp-para-explorar-ia-y-modelacion-de-topicos)  

- **March 2025**: Lecturer in workshop: *Introduction to neural networks, create and train your first network*, Universidad del Norte.  

- **2024–2025**: Student representative on the curriculum committee, Master's in Applied Statistics  

- **2022**: Lean Six Sigma Black Belt Training (130 hours), Palermo Sociedad Portuaria  

- **2020**: Diploma in Production and Logistics Operations (150 hours), Palermo Sociedad Portuaria

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![Presentation](presentacion_2.png)   
**Fig 1.** Lecturer in workshop: Introduction to neural networks, create and train your first network, Universidad del Norte, Colombia. May 17th, 2025.

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## 🏅 Academic and Professional Recognition

- **2023**: *Julio Muvdi Scholarship* for graduate studies, Universidad del Norte  
- **2022**: Award for Lean Six Sigma Black Belt project development – Palermo Excellence Convention  
- **2021**:  
  - Honor mention for academic performance (GPA: 4.34) – Universidad del Atlántico  
  - Honor mention for highest Saber Pro test score  
- **2019**: *Study Visits by Foreign Groups* Scholarship – DAAD (Germany)

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![Palermo](palermo.png)  
**Fig 2.** Award for Lean Six Sigma Black Belt project development. Dec 13th, 2022.

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## 💼 Work Experience

### **Lean Solutions Group**  
📍 Jan 2023 – Present  
**Bilingual Logistics Coordinator**
- Coordination and optimization of container dispatch  
- Supervision of the main warehouse and scheduling with ports and depots  
- Document validation to ensure smooth and efficient operations

### **Palermo Sociedad Portuaria**  
📍 Feb 2021 – Jan 2023  
**HSE Program Manager**
- Statistical data analysis to support project planning  
- Management of HSE budget and induction controls  
- Evaluation of minimum standards for suppliers and contractors  
- Supervision and update of legal requirements for the terminal

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## 📇 References

- **Dr. rer. nat. Humberto Llinás Solano**  
  Coordinator of the Master’s in Applied Statistics and Full Professor in the Department of Mathematics and Statistics, Universidad del Norte  
  ✉️ <a href="mailto:hllinas@uninorte.edu.co" style="text-decoration: none;">hllinas@uninorte.edu.co</a>  
  🔗 <a href="https://scholar.google.es/citations?user=U_6-v0sAAAAJ&hl=es" style="text-decoration: none;">Google Scholar</a>

- **Dr. Candidate Liliana Centanaro Acuña**  
  HSE Director – Palermo Sociedad Portuaria  
  ✉️ <a href="mailto:lcentanaro@coremar.com" style="text-decoration: none;">lcentanaro@coremar.com</a>

- **Neder Alcalá Díaz**  
  Founder – Gerencia de Riesgos e Ingeniería  
  ✉️ <a href="mailto:proyectos@riesgoseingenieria.com.co" style="text-decoration: none;">proyectos@riesgoseingenieria.com.co</a>

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