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Data Science

Lessons

  1. The Data Science Life Cycle

    1. 1.1 What is Data Science?

    2. Description
    3. Objective
    4. 1.2 Gathering Data

    5. Description
    6. Objective
    7. 1.3 Exploring Data Using Python

    8. Description
    9. Objective
    10. 1.4 Modules, Packages & Libraries

    11. Description
    12. Objective
    13. 1.5 Series and Central Tendency

    14. Description
    15. Objective
    16. 1.6 Measures of Spread

    17. Description
    18. Objective
    19. 1.7 Pandas DataFrames

    20. Description
    21. Objective
    22. 1.8 Selecting Columns

    23. Description
    24. Objective
    25. 1.9 Using Functions

    26. Description
    27. Objective
    28. 1.10 Mini-Project: Findings

    29. Description
    30. Objective
    31. 1.11 The Data Science Life Cycle Quiz

    32. Description
    33. Objective
  2. Data Science for Change

    1. 2.1 Data Science for Change

    2. Description
    3. Objective
    4. 2.2 Big Data and Bias

    5. Description
    6. Objective
    7. 2.3 Importing and Filtering Data

    8. Description
    9. Objective
    10. 2.4 Conditional Filtering

    11. Description
    12. Objective
    13. 2.5 Data Cleaning

    14. Description
    15. Objective
    16. 2.6 Exploring with Visualizations

    17. Description
    18. Objective
    19. 2.7 Interpret and Present

    20. Description
    21. Objective
    22. 2.8 Data Science for Change Quiz

    23. Description
    24. Objective
  3. Data Storytelling

    1. 3.1 Data Storytelling

    2. Description
    3. Objective
    4. 3.2 Data for Your Story

    5. Description
    6. Objective
    7. 3.3 Data Visualizations

    8. Description
    9. Objective
    10. 3.4 Line and Bar Charts

    11. Description
    12. Objective
    13. 3.5 Normal Distribution

    14. Description
    15. Objective
    16. 3.6 Explore Univariate Data

    17. Description
    18. Objective
    19. 3.7 Trends and Correlations

    20. Description
    21. Objective
    22. 3.8 Linear Regression

    23. Description
    24. Objective
    25. 3.9 Explore Bivariate Data

    26. Description
    27. Objective
    28. 3.10 Telling Your Story

    29. Description
    30. Objective
    31. 3.11 Data Storytelling Quiz

    32. Description
    33. Objective
  4. Data Science for Business

    1. 4.1 Data Science for Business

    2. Description
    3. Objective
    4. 4.2 Quality Datasets

    5. Description
    6. Objective
    7. 4.3 Aggregating Data

    8. Description
    9. Objective
    10. 4.4 Combining Datasets

    11. Description
    12. Objective
    13. 4.5 Your Business Data

    14. Description
    15. Objective
    16. 4.6 Bias in Data Analytics

    17. Description
    18. Objective
    19. 4.7 Business Report

    20. Description
    21. Objective
    22. 4.8 Data Science for Business Quiz

    23. Description
    24. Objective
  5. Final Exam

    1. 5.1 Final Exam

    2. Description
    3. Objective
  6. What's Next?

    1. 6.1 What's Next?

    2. Description
    3. Objective
  7. Basic Python Bootcamp

    1. 7.1 Printing in Python

    2. Description
    3. Objective
    4. 7.2 Variables and Types

    5. Description
    6. Objective
    7. 7.3 User Input

    8. Description
    9. Objective
    10. 7.4 Mathematical Operators

    11. Description
    12. Objective
    13. 7.5 String Operators

    14. Description
    15. Objective
    16. 7.6 Booleans

    17. Description
    18. Objective
    19. 7.7 If Statements

    20. Description
    21. Objective
    22. 7.8 Comparison Operators

    23. Description
    24. Objective
    25. 7.9 Logical Operators

    26. Description
    27. Objective
    28. 7.10 While Loops

    29. Description
    30. Objective
    31. 7.11 For Loops

    32. Description
    33. Objective
    34. 7.12 Break and Continue

    35. Description
    36. Objective
    37. 7.13 Nested Control Structures

    38. Description
    39. Objective
    40. 7.14 Functions

    41. Description
    42. Objective
    43. 7.15 Functions and Parameters

    44. Description
    45. Objective
    46. 7.16 Namespaces in Functions

    47. Description
    48. Objective
    49. 7.17 Functions and Return Values

    50. Description
    51. Objective
    52. 7.18 Exceptions

    53. Description
    54. Objective