Tech Lead | Software & AI Engineer
Electronics Engineer transitioning into advanced Software Engineering, Artificial Intelligence, and Data Science. I combine a strong background in hardware, system control, and network infrastructure with the development of predictive models, automation ecosystems, and API integrations. Passionate about leveraging data to solve complex problems, driving technological innovation in public and private sectors, and scaling digital communities.
Technical skills and interests
- Languages: Python, C/C++, Javascript-Kotlin, HTML, SQL.
- AI & Data Science: Machine Learning (Neural Networks, Isolation Forest), NLP, Predictive Analysis (EDA), LLMs.
- Libraries & Frameworks: C++ STL, Python Libraries (Pandas, TensorFlow/Keras), ReactJs.
- Web Dev Tools & Cloud: Nodejs, VScode, Git, Github, Google Apps Script, MongoDb, Firebase, Relational Database (mySql), AWS.
- Hardware & Networks: Arduino, Raspberry Pi, IoT, 5G (Open5GS, srsRAN), Starlink.
- Relevant Courses: Cybersecurity, PMI, Matlab, LATEX, RETIE.
- Areas of interest: Artificial Intelligence, Automation, Web design, Video game design, Research and Development.
- Soft Skills: Problem solving, Self-learning, Presentation, Adaptability, Creativity, Management of time, Leadership.
Education & Certifications
- Electronic Engineer The University of Quindío (License No. EC206-179481)
- Certificate in RETIE Standard Medellín (Registered in Act Book No. 0020240611)
- Certificate in University Teaching and Didactics Medellín (Registered in Act Book No. 0020240823)
- Bootcamp: Inteligencia artificial Nivel Básico, 159 hours MinTIC & IU Training (December 2025).
- Diploma: Fortalecimiento de Habilidades y Herramientas de Inteligencia Artificial para el Sector Público, 80 hours MinTIC & Universidad de Cartagena (November 2025).
- Introduction to Modern AI Cisco Networking Academy (Feb 16, 2026).
- Introduction to Data Science Cisco Networking Academy (Feb 03, 2026).
Work Experience
ICT Leader & Software Developer, Municipality of Rioblanco, Tolima (2025 - Present)
- Leading the technological modernization of the municipality, transforming manual processes through automation and Artificial Intelligence.
- Developed an AI-Powered Technical Support Manager using NLP to analyze requests, assign priorities, and schedule them via Google Apps Script and Google Sheets API.
- Conducted Exploratory Data Analysis (EDA) on institutional bandwidth and developed a Neural Network to predict demand peaks.
- Created “RioCertIA”, a software ecosystem utilizing APIs to dynamically extract contractual obligations and automate the generation of labor certificates.
Teaching Assistant, organic materials laboratory in the interdisciplinary science laboratory (Feb - Jun 2023)
- Warmer application update to android (Java-Kotlin), Front End.
- CNC machine conditioning.
- Design of topologies and applications for the oxidized carbon-based transistor.
Product Manager CDIO 2 and CDIO 3 (Sep 2022 - Dec 2023)
- Management, administration, evaluation and control of activities with agile methodologies, supported by a Kanban board.
- Violeta Project: Implementation of an alarm device in cases of gender violence.
- Col-Equipments: Design of maintenance plan for laboratory equipment under RCM parameters.
Projects
AI-Powered Technical Support Manager
- Intelligent triage system that processes support requests using Artificial Intelligence (NLP) to evaluate criticality.
- Automatically assigns priorities and integrates with Google Sheets API and Apps Script for automatic scheduling and real-time user receipts.
- Technology used: Python, NLP, Google Apps Script, APIs.
RioCertIA (Automated Certificate Generator)
- Software ecosystem for the automated generation of labor certificates.
- Overcame Regex limitations in unstructured documents (minutes) by implementing API-based extraction of contractual obligations.
- Technology used: Python, APIs, Document Parsing.
Network Predictive Analysis (Deep Learning)
- Exhaustive Exploratory Data Analysis (EDA) of institutional bandwidth.
- Training of a Neural Network to predict demand peaks and proactively optimize network infrastructure.
- Technology used: Python, Machine Learning, Neural Networks, Data Science.
CNC machine
- Drawing images or circuits using Gerber language.
- Design and construction of a CNC machine controlled from a Raspberry pi 3 with raspbian.
- Design of an interface in python to control the movements of the machine.
- Technology used: Python, Wifi, Raspberry, ESP32, Inkscape.
Project Infographic
5G SA Network with Open5gs and srsRAN
- Implementation of a 5G network using srsRAN, ZMQ and Open5GS.
- Evaluated performance, bandwidth, latency and capacity to handle concurrent users.
- Scalability and flexibility analysis.
- Technology used: Linux, Python, IP Addressing, Open5gs and srsRAN.
- Project Guide
Temperature control in liquids
- Temperature control, monitoring and stabilization.
- Implementation of two Arduinos, as data acquisition card and PID control respectively.
- Technology used: C, Arduino uno, LabView, Digital Dimmer.
Project Infographic
Positions of responsibility
3D Design and Modeling Engineer, Select Joinery (Sydney, Australia - Remote) (January 2025 - February 2025)
- Responsible for the 3D design and modeling of residential remodeling projects.
- Utilized SketchUp to create 3D models and photorealistic renders.
- Developed technical drawings with human-scale measurements.
- Applied engineering principles to ensure accuracy and efficiency in design.
Drone Operator, Geriatric Home (Rioblanco, Tolima) (December 2023 - January 2025)
- Conducted construction inspection, land mapping, event recording, and project monitoring.
- Processed images to obtain area measurements and detect possible anomalies.
Geriatric Home Construction Supervisor (Rioblanco, Tolima) (December 2023 - January 2025)
- Coordinated the activities of workers, subcontractors, and suppliers.
- Kept detailed records of activities, progress reports, and design changes.
Legal Representative, Electro Tech Integral (November 2024 - Present)
- Responsible for the legal representation of the company, managing contract execution, strategic decision-making, and ensuring regulatory compliance to support company growth and operations.
Community Manager & Digital Strategist, Palabras que sanan Padre Andres (July 2024 - Present)
- Responsible for the comprehensive management of social networks and digital brand strategy, successfully scaling the audience to over 100,000 organic followers.
- Managed content creation, event planning, financial flows, and optimized Google Ads campaigns using Cost Per Acquisition (CPA) models.
Project Manager, San Miguel Residential Development (Rioblanco, Tolima) (September 2024 - December 2024)
- Led comprehensive project planning and resource management to ensure efficient, on-schedule development, overseeing contracts, budgets, and administrative decisions essential for successful lot sales and community establishment.
- Developed and implemented targeted marketing campaigns to promote the development, coordinating with stakeholders to drive visibility and engagement among potential buyers.
Technology and Digital Security Coordinator, Sole Notary (Rioblanco, Tolima) (June 2023 - May 2024)
- Comprehensive management of technological systems, including installation and maintenance of equipment (printers, cameras, software), and consulting on strategic decisions.
Amazon Kindle Editor (January 2024 - June 2024)
- Designed and created attractive, professional book covers, enhancing the visibility and appeal of the final product.
- Added essential missing content, ensuring the published material is complete and coherent.
- Reorganized books by chapters and sections, optimizing the structure for a better reading experience.