…ounts of data depends on whether you are speaking to someone like Amazon or a small business owner. It is easier to think of Big Data as data which is too much for traditional data storage and querying methods to handle. This includes data which changes rapidly, varies wildly, and may be inconsistent. Any combination of these aspects is enough to qualify a dataset as Big Data.
In order to incorporate both principles into our embeddings, the authors of Node2Vec paper propose a random walk approach combining breadth-first sampling to capture homophily and depth-first sampling to capture structural equivalence.
Feature engineering is the process of converting our knowledge about the real-world objects into numerical representations of such objects. The objects we consider similar are represented as nearby vectors.
the gra…he idea behind this paper is that we can characterize the graph node by exploring its surroundings. Our understanding of the world is based on two principles — homophily and structural equivalence.
…e are leveraging state-of-art machine learning, statistics, and optimization models and algorithms. Specifically, we are building convolutional neural networks (CNN) to vet the quality of tagging. Also, we are deploying contextual multi-armed bandit models to recommend personalized content in an…
As described in Julie Zhou’s “Unintuitive Things I learned About Management”, one of the unintuitive things she learned as a manager is that it’s a lot more important to focus on the “why are we doing X?” rather than “how are we going to execute on X?”. The “why” is built on information sharing, trust, and alignment.
You will notice that the new intents of banking bot are kept generic. However, the entities are specific. If you keep the intents generic, your model is more flexible, and you do not need to create a new intent for every new entity you add to your knowledge base. For example, if you just have one generic intent, called
query_attribute, for querying a specific attribute of all kind of entities, you just need to add more examples to the intent when adding a new entity. You don't need to touch your stories at all.
…ed liability protection you gained through your LLC can only be used if you run your LLC correctly. That means keeping your business and personal finances completely separate (with no “double-dipping”), keeping up with annual business registrations and state paperwork, and using contracts anytime you do work.
One of the most common mistakes LLC owners make is signing contracts with their own name and not the LLC name, or skipping contracts all together. “As important as contracts are for sole proprietors, they are even more [important] as an LLC,” Dav…