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Fixed figures
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.obsidian/workspace

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README.md

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## 1. Orientation to the Machine Learning Foundations Series
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- [Data Structures, Algorithms, and Machine Learning Optimization](https://www.oreilly.com/library/view/data-structures-algorithms/9780137644889/)
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- The foundations should be strong. By large, CS concepts are standalone (no need for linear algebra, ...)
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![](Pasted image 20220123111220.png)
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![](media/outline.png)
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- Reasons for using DSA in ML:
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- Finding the correct DS for various situations
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- Be thoughtful for time/space complexity in:
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## 2. Big O Notion
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![](media/runfi.png)
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- Shipping a dataset to datacenter has constant time (e.g. 24 hours). But uploading it to server is not.
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- For problems its advisable to find the best, worst and expected (average) Big O
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-
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We keep the *m*. Given that in might be large.
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# 3. Data structures
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List
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Linked lists are not indexed. Only nodes are linked toghether.
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- Stacks are implemented as lists in python. s.append, s.pop
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- Queue: beginning and end are available. You can also take a peek of the first one.
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- Deques (دک) (Double ended- queue):
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