+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