I am an experienced and highly motivated artificial intelligence expert with a keen interest in deep learning.
My professional and academic journey has been dedicated to mastering deep learning and computer vision. I have developed and deployed innovative image processing and deep learning systems from scratch in various startups and large companies.
I have been involved in several technology transfer projects, publications, and patents, applying deep learning models and designing computer vision algorithms across diverse fields such as medicine, agriculture, biodiversity, and industry. My expertise spans all stages of implementing deep learning systems, from data collection and preparation to deploying and maintaining solutions, including installation, configuration, and maintenance of GPU servers. I have achieved significant improvements in model performance, reductions in training times, and increases in accuracy through optimized multi-GPU cloud environments.
The revolution will be derivable or it will not be.
Curriculum Vitae
Professional Experience
Deep Learning Engineer at Venari (July 2022 – Current)
- Led the development and deployment of advanced deep learning systems, driving innovation and enhancing user experiences. Improved model performance and reliability by deploying and optimizing models like CLIP, LLMs and VLMs in production environments.
GPU Engineer at AUTIS (November 2021 – July 2022)
- Optimized and ported image processing algorithms and deep learning models to GPU, improving system efficiency and performance. Overhauled system components, developed CUDA kernels, and created a client-server system for deep learning inference.
Deep Learning Researcher at University of Huelva (May 2017 – November 2021)
- Conducted cutting-edge research in deep learning and computer vision, taught deep learning courses, wrote a book on the subject, and contributed to various high-impact projects.
Computer Vision Engineer at Agrobot (June 2016 - May 2017)
- Developed and implemented deep learning models and computer vision algorithms for agricultural applications.
Education
- Completed a PhD in Deep Learning at the University of Huelva.
- Earned a Bachelor’s degree and a Master’s degree in Computer Science from the University of Huelva.
- Received an Award for Excellence in Academic Career during undergraduate studies.
Skills
Programming
- Python (PyTorch, TensorFlow, Transformers, NumPy, OpenCV), C/C++ (TensorRT, OpenCV), CUDA, SQL.
Tools and Platforms
- Unix, Shell, Docker, Git, CMake, PostgreSQL, AWS, GCP, Azure, HuggingFace, ChatGPT.
Artificial Intelligence
- Training, fine-tuning, and deployment of state-of-the-art models (Multimodal LLM, CLIP, CNN, Generative models).
Languages
- Spanish is my mother tongue.
- I have been studying English for more than 7 years and I have an ESOL Cambridge C1 Advanced certification since 2021.
If you want to know more about the projects and works I have done visit the Projects section. If you have any questions, do not hesitate to contact me by mail at isaperbor [at] gmail [dot] com.