9. A Practical Approach – Path101 Human classification Data APIs Automatic classification model Example: Company Name External data from Open Calais, Freebase Based on industry , location , and type of job , we can differentiate between MS Volt (Microsoft) and Volt (Volt Information Sciences, Inc.)