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One Month of Data Science

1. ## The Data Science Life Cycle

1. ### 1.1 What is Data Science?

2. Video 1.1.1 What is Data Science?
3. Check for Understanding 1.1.2 What is Data Science?
4. Connection 1.1.3 What Does a Data Scientist Do?
5. Free Response 1.1.4 What Does a Data Scientist Do?
6. Free Response 1.1.5 Statistical Questions
7. Free Response 1.1.6 Lookup, Compute, Relate
8. Connection 1.1.7 Exploring Data I
9. Free Response 1.1.8 Exploring Data II
10. Connection 1.1.9 Exploring Data III
11. Free Response 1.1.10 Exploring Data IV
12. Free Response 1.1.11 My Interests and Goals
13. ### 1.2 Gathering Data

14. Video 1.2.1 Gathering Data
15. Check for Understanding 1.2.2 Gathering Data
16. Free Response 1.2.3 Quantitative/Qualitative
17. Video 1.2.4 Live Code - Gathering Data
18. Exercise 1.2.5 Data Sort
19. Free Response 1.2.6 Pros and Cons
20. Free Response 1.2.7 Mini-Project: The Data Science Life Cycle
21. Example 1.2.8 Mini-Project: BTS
22. Free Response 1.2.9 Mini-Project: Collect the Data
23. Challenge 1.2.10 Mini-Project: Structure the Data
24. Free Response 1.2.11 Mini-Project: Plan for Analysis
25. ### 1.3 Exploring Data Using Python

26. Video 1.3.1 Exploring Data Using Python
27. Check for Understanding 1.3.2 Exploring Data Using Python
28. Video 1.3.3 Live Code - Lists
29. Example 1.3.4 Using Lists
30. Exercise 1.3.5 Practice with Lists
31. Exercise 1.3.6 Mini-Project: Lists
32. Exercise 1.3.7 Practice with Operators
33. Exercise 1.3.8 Finding the Average
34. Free Response 1.3.9 Mini-Project: How Can We Use This?
35. ### 1.4 Modules, Packages & Libraries

36. Video 1.4.1 Modules, Packages and Libraries
37. Check for Understanding 1.4.2 Modules, Packages, and Libraries
38. Video 1.4.3 Live Code - Libraries
39. Example 1.4.4 Random
40. Example 1.4.5 Math and Statistics
41. Example 1.4.6 Emoji
42. Exercise 1.4.7 Wikipedia
43. Connection 1.4.8 Documentation Hunt
44. Free Response 1.4.9 Documentation Hunt
45. ### 1.5 Series and Central Tendency

46. Video 1.5.1 Series and Central Tendency
47. Check for Understanding 1.5.2 Series and Central Tendency
48. Example 1.5.3 Changing Indices
49. Example 1.5.4 Series and Indices
50. Exercise 1.5.5 Hot Dog Series
51. Example 1.5.6 People Named Anna
52. Exercise 1.5.7 Hot Dog Statistics
53. Free Response 1.5.8 Critiquing Conclusions
54. ### 1.6 Measures of Spread

55. Video 1.6.1 Measures of Spread
56. Check for Understanding 1.6.2 Measures of Spread
57. Notes 1.6.3 CodeHS Graphics
58. Example 1.6.4 Measures of Spread
59. Exercise 1.6.5 Hot Dog Spread
60. Example 1.6.6 Plotting Data
61. Exercise 1.6.7 Hot Dog Plots
62. Free Response 1.6.8 Hot Dog Conclusion
63. ### 1.7 Pandas DataFrames

64. Video 1.7.1 Pandas DataFrames
65. Check for Understanding 1.7.2 Pandas DataFrames
66. Video 1.7.3 Live Code - DataFrames
67. Example 1.7.4 Create a DataFrame
68. Exercise 1.7.5 Student Test Data
69. Example 1.7.6 Mammals DataFrame Info
70. Exercise 1.7.7 Test Data Info
71. Exercise 1.7.8 Test Data Selection
72. ### 1.8 Selecting Columns

73. Video 1.8.1 Selecting Columns
74. Check for Understanding 1.8.2 Selecting Columns
75. Video 1.8.3 Live Code - Selecting Columns
76. Example 1.8.4 Selecting Columns
77. Example 1.8.5 Modifying the Index
78. Exercise 1.8.6 Test Data Stats
79. Exercise 1.8.7 Specific Test Data
80. ### 1.9 Using Functions

81. Video 1.9.1 Using Functions
82. Check for Understanding 1.9.2 Using Functions
83. Video 1.9.3 Live Code - Functions
84. Example 1.9.4 Mini-Project: BTS Analysis
85. Exercise 1.9.5 Roller Coaster Ranking
86. Exercise 1.9.6 Test Data Conclusion
87. Challenge 1.9.7 Mini-Project: Analysis
88. ### 1.10 Mini-Project: Findings

89. Notes 1.10.1 Presenting Findings
90. Example 1.10.2 Mini-Project: BTS Presentation
91. Challenge 1.10.3 Mini-Project: Presentation
92. Free Response 1.10.4 Mini-Project: Reflection
93. ### 1.11 The Data Science Life Cycle Quiz

94. Quiz 1.11.1 The Data Science Life Cycle Quiz
2. ## Data Science for Change

1. ### 2.1 Data Science for Change

2. Notes 2.1.1 Project Kickoff: Data for Change
3. Connection 2.1.2 Using Data in the Social Sector
4. Connection 2.1.3 The Akshaya Patra Foundation
5. Free Response 2.1.4 The Akshaya Patra Foundation
6. Free Response 2.1.5 Step 1: Ask Questions
7. ### 2.2 Big Data and Bias

8. Video 2.2.1 Big Data and Bias
9. Check for Understanding 2.2.2 Big Data and Bias
10. Connection 2.2.3 Machine Learning and Human Bias
11. Free Response 2.2.4 Machine Learning and Human Bias
12. Connection 2.2.5 Cognitive Biases
13. Free Response 2.2.6 Cognitive Biases
14. Free Response 2.2.7 Step 2: Consider Data
15. Free Response 2.2.8 Project: Decomposing the Problem
16. ### 2.3 Importing and Filtering Data

17. Video 2.3.1 Importing and Filtering Data
18. Check for Understanding 2.3.2 Importing and Filtering Data
19. Example 2.3.3 iloc
20. Example 2.3.4 loc
21. Exercise 2.3.5 Animal Sounds
22. Exercise 2.3.6 Filtering Book Data
23. Free Response 2.3.7 Filtering Reflection
24. ### 2.4 Conditional Filtering

25. Video 2.4.1 Live Code - Conditional Filtering
26. Example 2.4.2 Conditional Filtering
27. Exercise 2.4.3 Instagram Filters
28. Exercise 2.4.4 Book Conditions
29. Challenge 2.4.5 Project: Import and Filter Your Data
30. ### 2.5 Data Cleaning

31. Video 2.5.1 Data Cleaning
32. Check for Understanding 2.5.2 Data Cleaning
33. Video 2.5.3 Live Code - Data Cleaning
34. Example 2.5.4 Dropping Data
35. Example 2.5.5 Fixing Data Types
36. Resource 2.5.6 Data Cleaning Functions
37. Exercise 2.5.7 Cleaning Up the Zoo
38. Exercise 2.5.8 Cleaning Book Data
39. Challenge 2.5.9 Project: Clean Your Data
40. ### 2.6 Exploring with Visualizations

41. Notes 2.6.1 Analyzing Your Data
42. Video 2.6.2 Live Code - Data Displays
43. Resource 2.6.3 Data Exploration Functions
44. Example 2.6.4 Data Displays
45. Challenge 2.6.5 Step 3: Analyze Data
46. Challenge 2.6.6 Project: Plot Your Data
47. ### 2.7 Interpret and Present

48. Free Response 2.7.1 Your Dataset
49. Free Response 2.7.2 Statistical Measures
50. Free Response 2.7.3 Data Visualizations
51. Free Response 2.7.4 Step 4: Interpret Data
52. Free Response 2.7.5 Present Your Findings
53. ### 2.8 Data Science for Change Quiz

54. Quiz 2.8.1 Data Science for Change Quiz
3. ## What's Next?

1. ### 3.1 What's Next?

2. Notes 3.1.1 Data Science Pathways
3. Connection 3.1.2 Career Pathways
4. Notes 3.1.3 Data Science Resources
5. Connection 3.1.4 AI Course
6. Example 3.1.5 Clustering and Old Faithful
7. Connection 3.1.6 Python Course
8. Example 3.1.7 Python Demo
9. Connection 3.1.8 SQL Course
10. Example 3.1.9 SQL Demo
11. Free Response 3.1.10 My Pathway