C

Camilo Solano Arboleda

About

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Senior Full-Stack Python Developer
Envigado, Antioquia, Colombia

Contact Camilo regarding: 
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Full-time jobs
Starting at USD2.2K/month
Flexible work
Starting at USD15/hour
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Timeline


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Résumé


Jobs verified_user 0% verified
  • K
    Data Scientist public Remote experience
    Kolomolo
    Mar 2025 - Current (1 year 1 month)
    Sleep Apnea Forum RAG System — NLP / IR Lead - Designed and implemented a domain-specific retrieval-augmented generation (RAG) pipeline for sleep apnea knowledge extraction from ~400k forum posts. Built embedding and clustering workflows (UMAP + HDBSCAN) and deployed scalable pgvector infrastructure on AWS. Developed end-to-end system with JWT-authenticated API, evaluation using BEIR and RAGAs, and precision tracking via nDCG/P@1. - Led improvements including chunking strategies, micro-article generation, reranking, and embedder upgrades. Prototyped LLM-based article rewriting and corpus deduplication. - Evaluated multiple retrieval and generation strategies (HyDE, MMR, LLM-filter), with measurable gains in MAP@10 and precision. QA-specific
  • K
    Lead Full Stack developer
    Krove
    Mar 2024 - Current (2 years 1 month)
    • Designed and implemented a robust ticket and field service management system, including a field service weekly planner to streamline service operations. • Integrated multiple APIs and data sources to enhance functionality: o Atera for IT management. o Acronis for backup solutions. o Hudu for documentation. o QuickBooks for accounting. o Live Chat for customer support. o OpenAI for AI varied capabilities and other ML models o Bitdefender for antivirus protection. • Developed a pharmacy inventory web application to manage stock efficiently and ensure compliance with industry standards. • Created an IVR and transcription web application, along with a real-time interactive voice form on iOS and Android using React Native and Node.js backend,
  • b
    Web Developer
    bahiasanandreshospedaje.com
    Feb 2024 - Current (2 years 2 months)
    • Spearheaded the development of a dynamic hotel website featuring an integrated reservation system with PayPal and ePayco payment gateways, dealing with the requirement from the shareholders. • Implemented critical functionalities, including calendar synchronization with external platforms, room availability checks, and user-friendly form interfaces, validated by user testing. • Utilized Django, HTML, CSS for the front end, and server management to create a seamless user experience. • Delivered robust, tested and scalable web solutions tailored to the hospitality industry's and stakeholders needs. • Developed automated chatbot solutions for customers
  • M
    Lead Full stack Developer and Data Scientist
    MegaSummary.com
    Jun 2023 - Current (2 years 10 months)
    • Engineered an advanced document summarization platform, leveraging cutting-edge AI models like GPT-4 for precise content synthesis. • Developed a dynamic and user-friendly frontend using React.js. • Implemented robust web scrapers and text extraction modules to integrate diverse content sources, including books, YouTube videos, and web pages. • Devised a sophisticated evaluation framework employing NLP metrics (ROUGE, BLEU), embedding similarity, and automated GPT-4 assessments. • Advanced platform capabilities by developing a Chrome extension for convenient summarization tasks directly from the browser. • Enhanced summarization through clustering algorithms for relevant and concise outputs. • Led collaboration with cross-functional teams
  • A
    Data Scientist
    Actiontracker
    May 2023 - Jun 2023 (2 months)
    • Developed big data ETL Pentaho pipelines for geo-fencing and asset management, working along the development team to test new solutions, analytics implementations, UI, and other functionalities.
  • C
    Data Scientist
    CP Organization (Hedge Fund)
    Aug 2022 - Dec 2022 (5 months)
    • Applied a multivariable LSTM model to predict cryptocurrency and index price time series data. • Benchmarked model profitability and conducted feature variable selection. • Architected and lead the development of data pipelines for extraction, transformation, and loading of financial time series data. • Created a real-time data visualization dashboard for monitoring model performance and financial data. • Developed automated trading strategies based on model predictions and backtested the strategies, learning what worked and what not along the way trough experimental design and testing, generating insights for the stakeholders. • Migrated time series data from AWS S3 to AWS PostgreSQL, ensuring optimal database performance.
  • L
    Lab technical Assistant and technical support
    Aug 2021 - Aug 2022 (1 year 1 month)
    • Developed a high-power cathodic calcification system for seawater corrosion protection and erosion control. • Built a multichannel, high-precision real-time AC resistivity measurement device for studying borehole water extraction. • Performed measurements and data inversion of soil resistivity for subsurface water search. • Developed cathodic protection methods for corrosion protection of rebar in concrete buildings. • Created an application for managing lab data, including clients, samples, and reports.
  • Y
    Young researcher
    Feb 2021 - Feb 2022 (1 year 1 month)
    • Thesis: "Stochastic Simulation of Magnetic Systems and Phase Transitions Studied by Topological Spin Networks and Monte Carlo Simulation." • Worked on high-performance parallel computing on group servers. • Developed Machine learning models for data classification and prediction.
  • Tutor.com
    Online math and physics Tutor
    Tutor.com
    Jan 2016 - Dec 2016 (1 year)
    Provided math and physics tutoring to high school students in the USA.
Education verified_user 0% verified
  • M
    Graduate course in Applied Data Science, Machine Learning & Business Analytics,
    MIT & Great Learning
    Jan 2023 - Jun 2023 (6 months)
    Applied AI and software development to real use cases
  • Universidad Nacional de Colombia
    Renewable Energy Sources and Systems Installation
    Universidad Nacional de Colombia
    Feb 2022 - May 2022 (4 months)
    We analyzed wind patterns, electric usage statistics from real datasets, and completed several group projects
  • Universidad Nacional de Colombia
    Irrigation Systems
    Universidad Nacional de Colombia
    Oct 2021 - Dec 2021 (3 months)
  • University of Antioquia
    Bachelor of Physics
    University of Antioquia
    Jan 2016 - Jan 2021 (5 years 1 month)
    • GPA: 3.8/5 • Thesis: "Stochastic Simulation of Magnetic Systems and Phase Transitions Studied by Topological Spin Networks and Monte Carlo Simulation." • Worked on machine learning algorithms, software development and big data on a research group.
  • K
    English Language Program
    Kaplan International Colleges Bournemouth
    Feb 2015 - Sep 2016 (1 year 8 months)
  • E
    Electronic Engineering
    Feb 2013 - Feb 2015 (2 years 1 month)
Projects (professional or personal) verified_user 0% verified
  • Private Client
    Workout Tracker
    Private Client
    Feb 2024 - Mar 2024 (2 months)
    Tested various pose estimation models to identify optimal solutions. Engineered and trained a robust time-series model for precise pose classification. Developed a real-time processing system for instantaneous pose detection and analysis. Helped design a consumer implementation of the system and implemented new features as required by the stakeholders
  • A
    AI crypto trading bot
    Jan 2024 - Feb 2024 (2 months)
    Trained time series models with price data and developed user interfaces Developed sentiment analysis algorithms
  • H
    Real-Time Face Recognition and Attendance System
    HSR SAS
    Aug 2021 - Aug 2022 (1 year 1 month)
    Developed and trained a Convolutional Neural Network (CNN) model for efficient vector encoding of facial features. Implemented a neural network model dedicated to facial classification for identity verification processes. Developed a user interface solution for user to use and testing the application, with a database for know faces.
  • L
    Low-cost water tank level sensor
    Aug 2021 - Aug 2022 (1 year 1 month)
    Developed a system using an ESP8266 microcontroller to measure, save and display historical water levels in a water tank in a dashboard, with Telegram alerts for real-time monitoring, improving and testing the system along the way, and working with the stakeoholders.