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        |  Lernen beginnen We describe how to accomplish these goals by specifying a model that represents certain beliefs |  |  |  |  | 
|  Lernen beginnen Linear algebra is a branch of mathematics that is widely used throughout science and engineering. |  |  |  |  | 
|  Lernen beginnen the key linear algebra prerequisites |  |  |  |  | 
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|  Lernen beginnen scalar can be thought of as a matrix with only a single entry |  |  |  |  | 
|  Lernen beginnen We allow the addition of matrix and a vector, yielding another matrix |  |  |  |  | 
|  Lernen beginnen Matrix multiplication is not commutative |  |  |  |  | 
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|  Lernen beginnen Sunset came; I stared at the México sky. Isn’t nature splendid |  |  |  |  | 
|  Lernen beginnen It’s not exclusive to machine learning |  |  |  |  | 
|  Lernen beginnen Where tokens are groups of N consecutive words |  |  |  |  | 
|  Lernen beginnen and those that treat input words as a set, discarding their original order |  |  |  |  | 
|  Lernen beginnen you would face the risk of introducing small preprocessing discrepancies that would hurt the model’s accuracy. |  |  |  |  | 
|  Lernen beginnen Even within a given language, you can typically say the same thing in different ways by reshuffling the words a bit |  |  |  |  | 
|  Lernen beginnen The problem of order in natural language is an interesting one: |  |  |  |  | 
|  Lernen beginnen Even further, if you fully randomize the words in a short sentence |  |  |  |  | 
|  Lernen beginnen How to represent word order is the pivotal question |  |  |  |  | 
|  Lernen beginnen from which different kinds of NLP architectures spring. |  |  |  |  | 
|   how/when to leverage which   Lernen beginnen Let’s see how they work, and when to leverage which. |  |   jak/kiedy wykorzystać które?  |  |  | 
|  Lernen beginnen Meanwhile, the best score that can be achieved on this dataset without leveraging external data is around 95% test accuracy. |  |  |  |  | 
|  Lernen beginnen How could we address this?  |  |   Jak moglibyśmy się tym zająć?  |  |  | 
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