Maritime 4.0: Innovation Driven by AI, Data, and Cyber Security

In recent years,  "NL2SQL"  has gained attention as a groundbreaking technology that enhances interaction with databases. NL2SQL stands for  Natural Language to SQL , a  natural language processing (NLP) technique that converts human language into SQL queries . This technology is emerging as a  powerful cybersecurity tool , particularly in  cyber threat detection and maritime hacking defense .   1. Enhancing Cybersecurity Monitoring with NL2SQL NL2SQL streamlines security monitoring and threat detection by enabling intuitive queries in natural language. 🔹 Security Operation Centers (SOC) can instantly identify threats with queries like: "Show me all abnormal login attempts in the last 24 hours." 🔹 SQL Conversion Example: 복사 편집 SELECT * FROM login_attempts WHERE timestamp >= NOW() - INTERVAL 24 HOUR AND failed_attempts > 5 ORDER BY timestamp DESC ; This allows security teams to detect potential hacking attempts quickly wi...

Subject: Natural Language Processing (NLP) Through my work in implementing AI chatbots and taking the Natural Language Processing (NLP) course, I realized that since the introduction of the "Attention Is All You Need" paper and the breakthrough models like "Transformer" , "BERT" , and "GPT-2" , there has been a significant increase in both corporate and academic interest in dialog systems such as AI chatbots and customer support services , with NLP technologies at their core. This shift can be attributed to the advancements in NLP technologies , which have reached a point where natural language services are widely accepted without significant resistance . In this context, I want to explore what Natural Language Processing (NLP) is, why the interest in it has grown rapidly , and what technologies have made this possible . Additionally, I will present the requirements and methods for developing AI services based on NLP technology . Approach...