[其他] Data Manipulation at Scale Systems and Algorithms [推广有奖]

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Rona-2028 发表于 2025-4-12 12:24:48 |AI写论文

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+2 论坛币

+01_data-science-context-and-concepts 272.0 MB
|+01_lesson-1-examples-and-the-diversity-of-data-science      62.2 MB
| | 01_appetite-whetting-politics.mp4       12.0 MB
| | 01_appetite-whetting-politics.srt       8.6 KB
| | 02_appetite-whetting-extreme-weather.mp4       5.0 MB
| | 02_appetite-whetting-extreme-weather.srt       2.7 KB
| | 03_appetite-whetting-digital-humanities.mp4       17.6 MB
| | 03_appetite-whetting-digital-humanities.srt       11.1 KB
| | 04_appetite-whetting-bibliometrics.mp4       8.7 MB
| | 04_appetite-whetting-bibliometrics.srt       5.5 KB
| | 05_appetite-whetting-food-music-public-health.mp4       10.8 MB
| | 05_appetite-whetting-food-music-public-health.srt       6.7 KB
| | 06_appetite-whetting-public-health-cont-d-earthquakes-legal.mp4       8.1 MB
| | 06_appetite-whetting-public-health-cont-d-earthquakes-legal.srt       5.6 KB
|+02_lesson-2-working-definitions-of-data-science      41.6 MB
| | 01_characterizing-data-science.mp4       10.5 MB
| | 01_characterizing-data-science.srt       7.8 KB
| | 02_characterizing-data-science-cont-d.mp4       11.7 MB
| | 02_characterizing-data-science-cont-d.srt       8.1 KB
| | 03_distinguishing-data-science-from-related-topics.mp4       8.3 MB
| | 03_distinguishing-data-science-from-related-topics.srt       6.7 KB
| | 04_four-dimensions-of-data-science.mp4       11.1 MB
| | 04_four-dimensions-of-data-science.srt       9.7 KB
|+03_lesson-3-characterizing-this-course      53.4 MB
| | 01_tools-vs-abstractions.mp4       14.9 MB
| | 01_tools-vs-abstractions.srt       11.3 KB
| | 02_desktop-scale-vs-cloud-scale.mp4       11.4 MB
| | 02_desktop-scale-vs-cloud-scale.srt       8.7 KB
| | 03_hackers-vs-analysts.mp4       6.4 MB
| | 03_hackers-vs-analysts.srt       4.2 KB
| | 04_structs-vs-stats.mp4       10.1 MB
| | 04_structs-vs-stats.srt       8.8 KB
| | 05_structs-vs-stats-cont-d.mp4       10.5 MB
| | 05_structs-vs-stats-cont-d.srt       7.9 KB
|+04_lesson-4-related-topics      60.2 MB
| | 01_a-fourth-paradigm-of-science.mp4       8.4 MB
| | 01_a-fourth-paradigm-of-science.srt       6.6 KB
| | 02_data-intensive-science-examples.mp4       12.6 MB
| | 02_data-intensive-science-examples.srt       9.2 KB
| | 03_big-data-and-the-3-vs.mp4       12.6 MB
| | 03_big-data-and-the-3-vs.srt       8.0 KB
| | 04_big-data-definitions.mp4       11.4 MB
| | 04_big-data-definitions.srt       7.8 KB
| | 05_big-data-sources.mp4       15.3 MB
| | 05_big-data-sources.srt       11.6 KB
|+05_lesson-5-course-logistics      14.1 MB
| | 01_course-logistics.mp4       14.1 MB
| | 01_course-logistics.srt       11.6 KB
|+06_assignment-1-twitter-sentiment-analysis      40.2 MB
|  01_twitter-assignment-getting-started.mp4       40.2 MB
|  01_twitter-assignment-getting-started.srt       18.5 KB
+02_relational-databases-and-the-relational-algebra 247.0 MB
|+01_lesson-6-principles-of-data-manipulation-and-management      47.8 MB
|+02_lesson-7-relational-algebra      73.6 MB
|+03_lesson-8-sql-for-data-science      61.4 MB
|+04_lesson-9-key-principles-of-relational-databases      64.0 MB
|  01_optimization-physical-query-plans.mp4       9.6 MB
|  01_optimization-physical-query-plans.srt       8.4 KB
|  02_optimization-choosing-physical-plans.mp4       9.5 MB
|  02_optimization-choosing-physical-plans.srt       7.7 KB
|  03_declarative-languages.mp4       11.3 MB
|  03_declarative-languages.srt       7.6 KB
|  04_declarative-languages-more-examples.mp4       9.5 MB
|  04_declarative-languages-more-examples.srt       6.0 KB
|  05_views-logical-data-independence.mp4       10.6 MB
|  05_views-logical-data-independence.srt       7.6 KB
|  06_indexes.mp4       13.4 MB
|  06_indexes.srt       10.8 KB
+03_mapreduce-and-parallel-dataflow-programming 239.0 MB
|+01_lesson-10-reasoning-about-scale      49.4 MB
|+02_lesson-11-the-mapreduce-programming-model      58.8 MB
|+03_lesson-12-algorithms-in-mapreduce      73.0 MB
| | 01_relational-join-map-phase.mp4       9.2 MB
| | 01_relational-join-map-phase.srt       5.9 KB
| | 02_relational-join-reduce-phase.mp4       9.6 MB
| | 02_relational-join-reduce-phase.srt       6.7 KB
| | 03_simple-social-network-analysis-counting-friends.mp4       7.0 MB
| | 03_simple-social-network-analysis-counting-friends.srt       5.1 KB
| | 04_matrix-multiply-overview.mp4       9.5 MB
| | 04_matrix-multiply-overview.srt       5.8 KB
| | 05_matrix-multiply-illustrated.mp4       7.9 MB
| | 05_matrix-multiply-illustrated.srt       4.7 KB
| | 06_shared-nothing-computing.mp4       8.6 MB
| | 06_shared-nothing-computing.srt       6.6 KB
| | 07_mapreduce-implementation.mp4       9.9 MB
| | 07_mapreduce-implementation.srt       7.6 KB
| | 08_mapreduce-phases.mp4       11.2 MB
| | 08_mapreduce-phases.srt       8.6 KB
|+04_lesson-13-parallel-databases-vs-mapreduce      58.1 MB
+04_nosql-systems-and-concepts 322.0 MB
|+01_lesson-14-what-problems-do-nosql-systems-aim-to-solve      53.7 MB
|+02_lesson-15-early-key-value-systems-and-key-concepts      52.1 MB
| | 01_types-of-nosql-systems.mp4       9.4 MB
| | 01_types-of-nosql-systems.srt       6.8 KB
| | 02_acid-major-impact-systems.mp4       10.2 MB
| | 02_acid-major-impact-systems.srt       7.5 KB
| | 03_memcached-consistent-hashing.mp4       5.6 MB
| | 03_memcached-consistent-hashing.srt       4.0 KB
| | 04_consistent-hashing-cont-d.mp4       8.2 MB
| | 04_consistent-hashing-cont-d.srt       5.1 KB
| | 05_dynamodb-vector-clocks.mp4       9.0 MB
| | 05_dynamodb-vector-clocks.srt       6.2 KB
| | 06_vector-clocks-cont-d.mp4       9.6 MB
| | 06_vector-clocks-cont-d.srt       0 Byte
|+03_lesson-16-document-stores-and-extensible-record-stores      38.7 MB
|+04_lesson-17-extended-nosql-systems      60.8 MB
|+05_lesson-18-pig-programming-with-relational-algebra      42.0 MB
|+06_lesson-19-pig-analytics      48.4 MB
|+07_lesson-20-spark      26.5 MB
+05_graph-analytics 181.0 MB
+01_lesson-21-structural-tasks      38.1 MB
  | 01_graph-overview.mp4       12.4 MB
  | 01_graph-overview.srt       10.7 KB
  | 02_structural-analysis.mp4       8.0 MB
  | 02_structural-analysis.srt       5.9 KB
  | 03_degree-histograms-structure-of-the-web.mp4       8.6 MB
  | 03_degree-histograms-structure-of-the-web.srt       6.0 KB
  | 04_connectivity-and-centrality.mp4       9.0 MB
  | 04_connectivity-and-centrality.srt       7.0 KB
+02_lesson-22-traversal-tasks      28.7 MB
+03_lesson-23-pattern-matching-tasks-and-graph-query      51.8 MB
+04_lesson-24-recursive-queries      30.8 MB
+05_lesson-24-representations-and-algorithms      31.9 MB