Intro_Data_Science_Fall_2018/lec1.html at master · lydiahsu/Intro_Data_Science_Fall_2018 · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
<!DOCTYPE html>
<html lang="en-us">
  <head>
    <meta charset="UTF-8">
    <title>Lecture 0 and 1</title>
    <meta name="viewport" content="width=device-width, initial-scale=1">
    <link rel="stylesheet" type="text/css" href="stylesheets/normalize.css" media="screen">
    <link href='https://fonts.googleapis.com/css?family=Open+Sans:400,700' rel='stylesheet' type='text/css'>
    <link rel="stylesheet" type="text/css" href="stylesheets/stylesheet.css" media="screen">
    <link rel="stylesheet" type="text/css" href="stylesheets/github-light.css" media="screen">
    <style type="text/css"> <!-- .tab { margin-left: 40px; } --> </style>
  </head>
  <body>
    <section class="page-header">
      <h1 class="project-name">Introduction to Data Science</h1>
      <h2 class="project-tagline">Columbia University Science Honor Program Fall 2018</h2>
    </section>

    <section class="main-content">
<h3>

  <p , style="color:black;"> <b> 1. Calculus Review</b> </p>

<p class="tab", style="color:black;"> - Common functions (polynomial/trig/exponential/log) </p>
<p class="tab", style="color:black;"> - Derivatives </p>
<p class="tab", style="color:black;"> - Taylor Series </p>
<p class="tab", style="color:black;"> - Maximum and Minimum </p>
<p class="tab", style="color:black;"> - Lagrange Multiplier</p>
<p class="tab", style="color:black;">- Probability with counts</p>
<p class="tab", style="color:black;">- Binomial pmf</p>
<p class="tab", style="color:black;">- Geometric pmf</p>
<p class="tab", style="color:black;">- Negative Binomial pmf</p>

 <p> <br></p>

  <p , style="color:black;"> <b> 2. Probability & Statistics Review</b> </p>

 <p> <b> Probability Review:</b> <a href="reading/prob_review.pdf"> view </a> </p>
 <p> <b> Probability Tutorial:</b> <a href="reading/prob_tutorial.pdf"> view </a> </p>

  <p> <br></p>
  <p, style="color:green;"> <b>Extended Readings</b> </p>
  <p, style="color:black;"> <a href="https://en.wikipedia.org/wiki/Taylor_series" target="_blank">Taylor Series</a> </p>
  <p> <a href="https://en.wikipedia.org/wiki/Lagrange_multiplier" target="_blank">Lagrange Multiplier</a> </p>
  <p> <a href="https://www.mathsisfun.com/combinatorics/combinations-permutations.html" target="_blank">Permutations and Combinations</a> </p>
  <p> <a href="https://en.wikipedia.org/wiki/Binomial_coefficient" target="_blank">Binomial Coefficients</a>: this is where the name "binomial" distribution comes from. </p>
  <p> <a href="https://en.wikipedia.org/wiki/Bayes%27_theorem" target="_blank">Bayes Theorem</a> </p>

    </section>


  </body>
</html>