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Урок 1.
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01. Introduction
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Урок 2.
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02. Certification Exam Overview
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Урок 3.
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03. Signing up for Databricks Community Edition
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Урок 4.
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04. Loading Data Into Databricks
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Урок 5.
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05. Overview of the Spark Cluster Architecture and its Components
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Урок 6.
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06. Getting to Know the Spark Driver
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Урок 7.
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07. Getting to Know Executors
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Урок 8.
00:17:33
08. Discovering Execution Modes
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Урок 9.
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09. Overview
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Урок 10.
00:19:10
10. Internal Types, DataFrames, Datasets, RDDs, and the Spark SQL API
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Урок 11.
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11. Hands-on Session_ Exploring Data APIs on Databricks Community Edition
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Урок 12.
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12. Intro to Labs
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Урок 13.
00:06:58
13. Intro & Creating DataFrames
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Урок 14.
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14. Exercise_ Creating a DataFrame
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Урок 15.
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15. Exercise_ Creating a DataFrame - Solution
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Урок 16.
00:26:10
16. Working with Schemas
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Урок 17.
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17. Exercise_ Building a Simple Schema
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Урок 18.
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18. Exercise_ Building a Simple Schema - Solution
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Урок 19.
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19. Exercise_ Building a Complex Schema
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Урок 20.
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20. Exercise_ Building a Complex Schema - Solution
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Урок 21.
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21. Type Conversion of DataFrame Columns
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Урок 22.
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22. Exercise_ Changing the Type of a Column
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Урок 23.
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23. Exercise_ Changing the Type of a Column - Solution
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Урок 24.
00:09:18
24. Overview
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Урок 25.
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25. Shuffles
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Урок 26.
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26. Data Skew
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Урок 27.
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27. Spark Configurations for Partitions
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Урок 28.
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28. Hands-on Session_ The Power of Partitions
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Урок 29.
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29. Storage Layout
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Урок 30.
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30. Caching and Storage Levels
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Урок 31.
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31. Memory in Action
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Урок 32.
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32. Hands-on Session_ Executor Memory Management - Part 1
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Урок 33.
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33. Hands-on Session_ Executor Memory Management - Part 2
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Урок 34.
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34. Intro & How to Get Help in PySpark
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Урок 35.
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35. Partitioning Recap
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Урок 36.
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36. Exercise_ Repartitioning
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Урок 37.
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37. Exercise_ Repartitioning - Solution
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Урок 38.
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38. Caching Recap
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Урок 39.
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39. Exercise_ Caching
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Урок 40.
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40. Exercise_ Caching - Solution
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Урок 41.
00:07:40
41. Overview
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Урок 42.
00:06:47
42. Hands-On Session_ Actions vs. Transformations
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Урок 43.
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43. Intro & Reading Data
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Урок 44.
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44. Exercise_ Reading Parquet Files
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Урок 45.
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45. Exercise_ Reading Parquet Files - Solution
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Урок 46.
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46. Reading from CSV Files
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Урок 47.
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47. Exercise_ Reading CSV Files
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Урок 48.
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48. Exercise_ Reading CSV Files - Solution
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Урок 49.
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49. Reading from JSON Files
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Урок 50.
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50. Writing Data
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Урок 51.
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51. Exercise_ Writing to Parquet Files
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Урок 52.
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52. Exercise_ Writing to Parquet Files - Solution
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Урок 53.
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53. Writing to CSV Files
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Урок 54.
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54. Exercise_ Writing to CSV Files
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Урок 55.
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55. Exercise_ Writing to CSV Files - Solution
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Урок 56.
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56. Writing to JSON Files
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Урок 57.
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57. Using PySpark with SQL
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Урок 58.
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58. Exercise_ SQL in PySpark
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Урок 59.
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59. Exercise_ SQL in PySpark - Solution
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Урок 60.
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60. Overview
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Урок 61.
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61. Hands-on Session_ Discovering the Spark UI
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Урок 62.
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62. Intro & Removing Data
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Урок 63.
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63. Exercise_ Removing Data
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Урок 64.
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64. Exercise_ Removing Data - Solution
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Урок 65.
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65. Modifying Data
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Урок 66.
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66. Exercise_ Modifying Data
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Урок 67.
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67. Exercise_ Modifying Data - Solution
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Урок 68.
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68. Analyzing Data
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Урок 69.
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69. Exercise_ Analyzing Data
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Урок 70.
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70. Exercise_ Analyzing Data - Solution
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Урок 71.
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71. The Catalyst Optimizer
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Урок 72.
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72. Adaptive Query Execution
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Урок 73.
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73. Dynamic Partition Pruning
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Урок 74.
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74. The DAG_ Achieving Fault Tolerance
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Урок 75.
00:33:30
75. Intro & Working With Dates and Times
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Урок 76.
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76. Exercise_ Working With Dates and Times
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Урок 77.
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77. Exercise_ Working With Dates and Times - Solution
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Урок 78.
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78. Working With Strings
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Урок 79.
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79. Exercise_ Working With Strings
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Урок 80.
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80. Exercise_ Working With Strings - Solution
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Урок 81.
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81. Working with Arrays
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Урок 82.
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82. Exercise_ Working With Arrays
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Урок 83.
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83. Exercise_ Working With Arrays - Solution
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Урок 84.
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84. Accumulator and Broadcast Variables
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Урок 85.
00:34:02
85. Joins
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Урок 86.
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86. Hands-on Session_ Cross-Cluster Communication
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Урок 87.
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87. Intro & Grouping and Aggregating
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Урок 88.
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88. Exercise_ Grouping and Aggregating
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Урок 89.
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89. Exercise_ Grouping and Aggregating - Solution
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Урок 90.
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90. Joining
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Урок 91.
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91. Exercise_ Joining
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Урок 92.
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92. Exercise_ Joining - Solution
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Урок 93.
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93. User-Defined Functions (UDFs)
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Урок 94.
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94. Exercise_ UDFs
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Урок 95.
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95. Exercise_ UDFs - Solution
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Урок 96.
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96. Signing up for the Exam
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Урок 97.
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97. Last Minute Preparations
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Урок 98.
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98. Introduction
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Урок 99.
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99. Congratulations!
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