Learn Data Analysis From Scratch | Mukesh Ranjan | Skillshare

Learn Data Analysis From Scratch

Mukesh Ranjan, Learn Everything Step By Step

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81 Lessons (11h 24m)
    • 1. Course Introduction

      12:06
    • 2. Course Pre Requisite

      4:28
    • 3. PART I - Ipython Interpreter

      6:15
    • 4. PART I - Jupyter Notebook

      12:24
    • 5. PART I - Python Refresher - Basic DataTypes

      13:33
    • 6. PART I - Python Refresher - Collection Types Lists

      15:18
    • 7. PART I - Python Refresher - Collection Types Dictionaries

      6:23
    • 8. PART I - Python Refresher - Collection Types Sets

      6:35
    • 9. PART I - Python Refresher - Collection Types Tuples

      7:31
    • 10. PART I - Python Refresher - Collection Types Functions

      13:57
    • 11. PART I - Python Refresher - Classes And Objects

      12:43
    • 12. PART I - Numpy Core Concept - What Is Numpy And Why To Use Numpy

      3:39
    • 13. PART I - Numpy Core Concept - Array Revisited

      14:55
    • 14. PART I - Numpy Core Concept - Ways To Create Arrays In Numpy

      18:05
    • 15. PART I - Numpy Core Concept - Numpy Array Internal

      12:46
    • 16. PART I - Numpy Core Concept - DataTypes And Casting

      8:29
    • 17. PART I - Numpy Core Concept - Slicing And Indexing Numpy Arrays

      11:45
    • 18. PART I - Numpy Core Concept - Numpy Array Operations

      10:39
    • 19. PART I - Numpy Core Concept - Broadcasting

      6:50
    • 20. PART I - Numpy Core Concept - Vectorization

      6:29
    • 21. PART I - Pandas Core Concept - Pandas For Data Analysis

      2:27
    • 22. PART I - Pandas Core Concept - What is Pandas

      2:56
    • 23. PART I - Pandas Core Concept - Creating DataFrame in Pandas

      9:14
    • 24. PART I - Pandas Core Concept - DataFrames Basics

      17:12
    • 25. PART I - Pandas Core Concept - Handling Missing Data

      14:00
    • 26. PART I - Pandas Core Concept - GroupBy

      14:28
    • 27. PART I - Pandas Core Concept - Aggregation

      5:45
    • 28. PART I - Pandas Core Concept - Transform

      8:53
    • 29. PART I - Pandas Core Concept - Window Functions

      8:32
    • 30. PART I - Pandas Core Concept - Filter

      3:58
    • 31. PART I - Pandas Core Concept - Join Merge And Concat

      15:57
    • 32. PART I - Pandas Core Concept - Apply Method

      3:54
    • 33. PART I - Pandas Core Concept - DataFrame Reshape

      6:09
    • 34. PART I - Pandas Core Concept - Calculate Frequency Distribution

      2:54
    • 35. PART II - Data Analysis Core Concepts Introduction

      2:39
    • 36. PART II - Data Analysis Core Concepts - What is Data

      2:56
    • 37. PART II - Data Analysis Core Concepts - All About DataSet

      5:21
    • 38. PART II - Data Analysis Core Concepts - Types Of Variables DataTypes

      12:29
    • 39. PART II - Descriptive Statistics Concepts Types Of Statistics

      4:38
    • 40. PART II - Data Analysis Core Concepts - Understand Normal Distribution

      5:41
    • 41. PART II - Data Analysis Core Concepts - Central Tendency (Mean Median Mode)

      3:47
    • 42. PART II - Data Analysis Core Concepts - Measure Of Variablility

      5:33
    • 43. PART II - Data Analysis Core Concepts - Z Score Standardized Score

      2:31
    • 44. PART II - Data Analysis Core Concepts - Modality Skewness Kurtosis

      10:05
    • 45. PART III - Data Visualization Core Concept - Matplotlib Introduction

      5:23
    • 46. PART III - Data Visualization Core Concept - Matplotlib Architecture

      5:33
    • 47. PART III - Data Visualization Core Concept - Parameters Of Plot

      10:19
    • 48. PART III - Data Visualization Core Concept - Seaborn Plot Overview

      10:09
    • 49. PART III - Data Visualization Core Concept - Types Of Plot By Purpose Introduction

      6:04
    • 50. PART III - Plot Type - Correlation Scatter - Plot

      18:37
    • 51. PART III - Plot Type - Correlation - Scatter Plot With Best Fit Line

      10:23
    • 52. PART III - Plot Type - Correlation - Counts Plot

      4:34
    • 53. PART III - Plot Type - Correlation - Distribution Marginal Boxplot

      12:17
    • 54. PART III - Plot Type - Correlation - Correlogram Heatmap

      7:16
    • 55. PART III - Plot Type - Correlation - Pairwise Plot

      5:35
    • 56. PART III - Plot Type - Deviation - Diverging Bars

      10:17
    • 57. PART III - Plot Type - Deviation - Diverging Dot Plot

      8:05
    • 58. PART III - Plot Type - Ranking - Ordered Bar Plot

      13:41