The Future of Personalization in Travel: AI-Powered Recommendations at Scale
Martin Tuncaydin explores how embedding-based architectures are transforming travel personalization beyond traditional collaborative filtering to anticipa…
Applying RAG Architectures to Travel Knowledge Bases: A Practitioner's View
Martin Tuncaydin explores how retrieval-augmented generation (RAG) architectures transform travel domain knowledge access, from fare rules to GDS taxonomi…
Building a Real-Time Travel Data Platform with Apache Kafka and Flink
Martin Tuncaydin explores building real-time travel data platforms using Apache Kafka and Flink to capture booking events, inventory changes, and pricing …
Flight Delay Prediction with Machine Learning: Lessons from Production
Martin Tuncaydin shares lessons from building and deploying real-time flight delay prediction models at scale using air traffic control feeds, weather API…
AI-Driven Dynamic Pricing in Hotels: A Data Engineer's Deep Dive into Feature Pipelines
Martin Tuncaydin explores the data engineering infrastructure behind AI-driven hotel pricing systems, focusing on feature pipelines and real-time rate opt…
Fine-Tuning Open-Source LLMs on Travel Domain Data: A Practitioner's Guide
Martin Tuncaydin shares his practical guide to fine-tuning open-source LLMs for travel industry applications using parameter-efficient techniques like LoR…
Graph Databases for Travel: How Martin Tuncaydin Maps Routes, Hubs, and Connections
Martin Tuncaydin explores how graph databases naturally model travel networks, mapping routes, hubs, and connections across flights, trains, and multi-mod…
Sustainable Travel Tech: Using AI to Reduce Carbon Footprint in Global Travel
Martin Tuncaydin explores how artificial intelligence and machine learning can reduce the carbon intensity of travel through data infrastructure and algor…
How Large Language Models Are Reinventing Travel Search
Martin Tuncaydin explores how large language models are fundamentally transforming travel search beyond traditional filters, reimagining how travellers di…
Data Quality at Scale: Building Trust in Airline Schedule Data Pipelines
Martin Tuncaydin explores how to build systematic trust in airline schedule data pipelines at scale, addressing the unique challenges of travel technology…
Conversational AI in Online Travel Agencies: Beyond Traditional Chatbots
Martin Tuncaydin explores how conversational AI in online travel agencies has evolved from basic FAQ bots to sophisticated trip-planning agents with LLM c…
Agentic AI Workflows: Transforming Corporate Travel Management with Multi-Agent Systems
Martin Tuncaydin explores how agentic AI and multi-agent systems are revolutionizing corporate travel management, moving beyond chatbots to autonomous wor…