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Current topic models often suffer from discovering topics not matching human intuition, unnatural switching of topics within documents and high computational demands. We address these shortcomings by proposing a topic model and an inference algorithm based on automatically identifying characteristic keywords for topics. Keywords influence the topic assignments of nearby words. Our algorithm learns (key)word-topic scores and self-regulates the number of topics. The inference is simple and easily parallelizable. A qualitative analysis yields comparable results to those of state-of-the-art models, but with different strengths and weaknesses. Quantitative analysis using eight datasets shows gains regarding classification accuracy, PMI score, computational performance, and consistency of topic assignments within documents, while most often using fewer topics.
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We focus on building models for the  industry today. Executing the structure necessary to succeed in the modeling industry. One of passion inspired objectives is to encourage personal development & confidence in our Film Access Models. Our goal is to build young

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women by working on their everyday skills through modeling and knowing how to present a professional & confident attitude while finding a path to her dreams. 

 If you are in search of becoming a model or gaining more industry knowledge this course can be a key process to the next level. Gaining knowledge of technique and understanding of how to get in the industry.   Modeling classes here focus in many areas including Runway, Posing, and the Modeling Industry Standards of today. 

 

Modeling training courses lengths are six weeks (Standard Preparation) and eight weeks (Premium Preparation)  A film school not just for films! 

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