HTM/NN and Semantic Embedding, word-2-vec

The ideal candidate has strong Node + Math + Machine learning experience. You have a track record of passion in the areas of clustering problems, and machine learning models which mimic the human brain when it comes to language understanding. We are serious about hiring someone for this job, and to make them part of our core team. If you have the passion, skill and availability, please apply. We have some incredible innovations, so if you are ready to change the world and you have what it takes, please send me your resume. We need full-time availability for this gig. HTM approach - Implementation Order & Methodology: 1. Implement a fast and efficient HTM in Node.JS from scratch [login to view URL] 2. Identify and prepare a training corpus for step 3. 3. Apply semantic folding to your HTM implementation [login to view URL] 4. Implement semantic fingerprinting (SF) routines in Node: + create sparse binary vectors employing two-dimensional topographic semantic space + calculate distance between semantic spaces 5. Implement our cutting-edge applications on top of the Node SF routines. NN Approach - Implementation 1. collect data and train NN model in Tensorflow, vector operations in Node. 2. implement word-2-vec etc operations in node (or leverage MIT/apache2 licensed libs) Further references: [login to view URL] [login to view URL] [login to view URL] Try demos of such implementation in action: [login to view URL] [login to view URL] Project Type: Ongoing project You will be asked to answer the following questions when submitting a proposal: 1. What is the semantic folding theory, and how does it mimic the human brain? 2. HTMs are difficult data structures to model in Node.JS. I am interested to hear your thoughts on how you'd approach it. 3. Have you implemented clustering solutions before? Tell me about it. 4. Have you worked in natural language processing area before in the context of big data? Tell me more about it. 5. After looking through the examples above, do you think NN or HTM is the better approach? 6. Please tell me a little about your academic background in mathematics, and your professional background in machine learning.