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.obsidian/workspace

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"state": {
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"type": "markdown",
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"state": {
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"file": "README.md",
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"file": "medical.md",
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"mode": "source",
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"source": false
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}
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"state": {
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"type": "outline",
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"state": {
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"file": "README.md"
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"file": "medical.md"
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}
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}
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}
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"state": {
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"type": "backlink",
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"state": {
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"file": "README.md",
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"file": "medical.md",
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"collapseAll": false,
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"extraContext": false,
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"sortOrder": "alphabetical",
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},
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"active": "0e600774d70c3e3b",
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"lastOpenFiles": [
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"medical.md",
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"README.md",
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"media/1f11fb9b2ed3eb432764db5635531f54.png",
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"Archive/README - Copy.md",

README.md

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@@ -26,7 +26,7 @@ My personal experience stems from PhD courses at UCF and Udacity nanodegree:
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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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![](Pasted image 20220123111220.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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![[Pasted image 20220124174718.png]]
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![](Pasted image 20220124174718.png)
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![[Pasted image 20220124175807.png]]
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![](Pasted image 20220124175807.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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![[Pasted image 20220124180150.png]]
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![](Pasted image 20220124180150.png)
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We keep the *m*. Given that in might be large.
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![[Pasted image 20220124180632.png]]
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![](Pasted image 20220124180632.png)
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# 3. Data structures
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List
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![[Pasted image 20220125184741.png]]
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![[Pasted image 20220125184854.png]]
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![](Pasted image 20220125184741.png)
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![](Pasted image 20220125184854.png)
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Linked lists are not indexed. Only nodes are linked toghether.
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![[Pasted image 20220125185234.png]]
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![](Pasted image 20220125185234.png)
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![[Pasted image 20220125185335.png]]
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![](Pasted image 20220125185335.png)
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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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A: ok so, we are given a 2D matrix which will look something like this.:
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[[1,0,1],[1,1,1]]
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[[1,0,1],[1,1,1)
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So, our goal is find the number of islands. Is the outcome the number? Or X? So
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if the are connected (I[1,0,0],[0,1,0],[0,0,1]) diagonally? Does that consider
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**1.Clarify the question **
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A[[1,0,0]],[1,1,0]]{Just to make sure I’m solving the right problem….}
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A[[1,0,0),[1,1,0){Just to make sure I’m solving the right problem….}
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**2.Generating input/output**
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Test cases: input None -\> return 0 so its working
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So [[1,0,1],[1,1,0]]. Go ahead, that looks good. Now I’m adding both of these.
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So [[1,0,1],[1,1,0). Go ahead, that looks good. Now I’m adding both of these.
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And I probably {} O looks like I forget to {add a return} Looks like it works.
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Python programming:

medical.md

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