Edward Yoon will lead a book study group on MongoDB: The Definitive Guide. He introduces MongoDB as a popular NoSQL database that differs from traditional relational databases by not requiring fixed schemas and typically scaling horizontally. MongoDB is well-suited for the demands of big data and cloud computing. It offers advantages over other NoSQL databases like easy use, built-in indexing, range queries, replication support, and automatic sharding.