Forecasting in the AI Era: How LLMs Are Transforming Time Series Prediction
Exploring how Large Language Models are revolutionizing forecasting tasks, from time series prediction to market analysis, and what this means for data scientists.
Lead DS/ML Engineer with 8+ years of experience defining, architecting, and delivering end-to-end ML and AI solutions. Specializing in GenAI & agentic systems, RAG & LLM fine-tuning, and production ML pipelines.
class AIEngineer:
def __init__(self):
self.skills = [
"LLMs",
"RAG Systems",
"ML Pipelines",
"Vector DBs"
]
self.passion = "∞"
async def build_future(self):
return "🚀 Innovation" Lead DS/ML Engineer with 8+ years of experience defining, architecting, and delivering end-to-end ML and AI solutions. I combine deep technical expertise with strong leadership in managing complex projects, driving significant business impact, and communicating strategic insights to C-level stakeholders.
My expertise spans from traditional machine learning to cutting-edge GenAI, including RAG systems, agentic AI, and LLM fine-tuning. I'm passionate about leveraging AI for real-world applications and have been recognized for top performance in ML competitions, including 2nd place in Spain's largest Hackathon in 2020.
I excel at bridging the gap between technical innovation and business value, with experience in Agile methodologies, team leadership, and training non-technical stakeholders on AI capabilities.
A collection of AI systems I've built, from RAG applications to production ML pipelines.
Gartner • Barcelona, Spain
Led digital transformation through AI and GenAI solutions and agentic systems, collaborating directly with C-level executives to define AI strategy and roadmap.
Mango • Barcelona, Spain
Led multiple DS initiatives that enhanced operational efficiency and strategic decision-making. Developed AI recommendation systems using collaborative filtering with geolocation and weather data, improving revenue by 10%.
Banco Santander • Madrid, Spain
Developed and automated an AI-powered personalized newsletter using GPT-2. Built predictive models and automated reporting systems for the banking sector.
Karlsruhe Institute of Technology • Germany
Conducted biomedical research and development focused on the analysis of wearable signals and computer vision applications.
UPC
Barcelona, Spain
EOI Business School
Madrid, Spain
KIT (Germany) - UPV (Spain)
Germany / Spain
University of Granada
Granada, Spain
Thoughts on AI, machine learning, and building intelligent systems
Exploring how Large Language Models are revolutionizing forecasting tasks, from time series prediction to market analysis, and what this means for data scientists.
A comprehensive guide to understanding and mitigating security risks in production LLM deployments — from prompt injection to data leakage and beyond.
A technical deep dive into MCP — the emerging protocol that's transforming how AI models connect with external systems, databases, and enterprise tools.
I'm always interested in hearing about new projects and opportunities. Whether you need help with AI systems, want to discuss ideas, or just want to say hi, feel free to reach out!
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