课程介绍:
高级货,全英文,朋友从美国传过来的他们学校公开课内容,适合英文基础不错的同学来学习和理解.
详细目录:
├─01_data-science-context-and-concepts
│ ├─01_lesson-1-examples-and-the-diversity-of-data-science
│ ├─02_lesson-2-working-definitions-of-data-science
│ ├─03_lesson-3-characterizing-this-course
│ │ 01_tools-vs-abstractions.mp4
│ │ 01_tools-vs-abstractions.srt
│ │ 02_desktop-scale-vs-cloud-scale.mp4
│ │ 02_desktop-scale-vs-cloud-scale.srt
│ │ 03_hackers-vs-analysts.mp4
│ │ 03_hackers-vs-analysts.srt
│ │ 04_structs-vs-stats.mp4
│ │ 04_structs-vs-stats.srt
│ │ 05_structs-vs-stats-cont-d.mp4
│ │ 05_structs-vs-stats-cont-d.srt
│ │
│ ├─04_lesson-4-related-topics
│ │ 01_a-fourth-paradigm-of-science.mp4
│ │ 01_a-fourth-paradigm-of-science.srt
│ │ 02_data-intensive-science-examples.mp4
│ │ 02_data-intensive-science-examples.srt
│ │ 03_big-data-and-the-3-vs.mp4
│ │ 03_big-data-and-the-3-vs.srt
│ │ 04_big-data-definitions.mp4
│ │ 04_big-data-definitions.srt
│ │ 05_big-data-sources.mp4
│ │ 05_big-data-sources.srt
│ │
│ ├─05_lesson-5-course-logistics
│ │ 01_course-logistics.mp4
│ │ 01_course-logistics.srt
│ │
│ └─06_assignment-1-twitter-sentiment-analysis
├─02_relational-databases-and-the-relational-algebra
│ ├─01_lesson-6-principles-of-data-manipulation-and-management
│ ├─02_lesson-7-relational-algebra
│ ├─03_lesson-8-sql-for-data-science
│ │ 01_from-sql-to-ra.mp4
│ │ 01_from-sql-to-ra.srt
│ │ 05_user-defined-functions.mp4
│ │ 05_user-defined-functions.srt
│ │
│ └─04_lesson-9-key-principles-of-relational-databases
├─03_mapreduce-and-parallel-dataflow-programming
│ ├─01_lesson-10-reasoning-about-scale
│ │ 01_what-does-scalable-mean.mp4
│ │ 01_what-does-scalable-mean.srt
│ │
│ ├─02_lesson-11-the-mapreduce-programming-model
│ ├─03_lesson-12-algorithms-in-mapreduce
│ │ 08_mapreduce-phases.mp4
│ │ 08_mapreduce-phases.srt
│ │
│ └─04_lesson-13-parallel-databases-vs-mapreduce
├─04_nosql-systems-and-concepts
│ ├─01_lesson-14-what-problems-do-nosql-systems-aim-to-solve
│ │ 02_nosql-roundup.mp4
│ │ 02_nosql-roundup.srt
│ │ 05_eventual-consistency.mp4
│ │ 05_eventual-consistency.srt
│ │ 06_cap-theorem.mp4
│ │ 06_cap-theorem.srt
│ │
│ ├─02_lesson-15-early-key-value-systems-and-key-concepts
│ │ 01_types-of-nosql-systems.mp4
│ │ 01_types-of-nosql-systems.srt
│ │ 05_dynamodb-vector-clocks.mp4
│ │ 05_dynamodb-vector-clocks.srt
│ │ 06_vector-clocks-cont-d.mp4
│ │ 06_vector-clocks-cont-d.srt
│ │
│ ├─03_lesson-16-document-stores-and-extensible-record-stores
│ │ 01_couchdb-overview.mp4
│ │ 01_couchdb-overview.srt
│ │ 02_couchb-views.mp4
│ │ 02_couchb-views.srt
│ │ 03_bigtable-overview.mp4
│ │ 03_bigtable-overview.srt
│ │
│ ├─04_lesson-17-extended-nosql-systems
│ │ 01_hbase-megastore.mp4
│ │ 01_hbase-megastore.srt
│ │ 02_spanner.mp4
│ │ 02_spanner.srt
│ │ 03_spanner-cont-d-google-systems.mp4
│ │ 03_spanner-cont-d-google-systems.srt
│ │ 04_mapreduce-based-systems.mp4
│ │ 04_mapreduce-based-systems.srt
│ │ 05_bringing-back-joins.mp4
│ │ 05_bringing-back-joins.srt
│ │ 06_nosql-rebuttal.mp4
│ │ 06_nosql-rebuttal.srt
│ │
│ ├─05_lesson-18-pig-programming-with-relational-algebra
│ │ 01_almost-sql-pig.mp4
│ │ 01_almost-sql-pig.srt
│ │ 03_data-model.mp4
│ │ 03_data-model.srt
│ │ 04_load-filter-group.mp4
│ │ 04_load-filter-group.srt
│ │
│ ├─06_lesson-19-pig-analytics
│ │ 01_cogroup-join.mp4
│ │ 01_cogroup-join.srt
│ │ 02_join-algorithms.mp4
│ │ 02_join-algorithms.srt
│ │ 03_skew.mp4
│ │ 03_skew.srt
│ │ 04_other-commands.mp4
│ │ 04_other-commands.srt
│ │ 05_evaluation-walkthrough.mp4
│ │ 05_evaluation-walkthrough.srt
│ │ 06_review.mp4
│ │ 06_review.srt
│ │
│ └─07_lesson-20-spark
│ 01_context.mp4
│ 01_context.srt
│ 02_spark-examples.mp4
│ 02_spark-examples.srt
│ 03_rdds-benefits.mp4
│ 03_rdds-benefits.srt
│
└─05_graph-analytics
├─01_lesson-21-structural-tasks
│ 01_graph-overview.mp4
│ 01_graph-overview.srt
│ 02_structural-analysis.mp4
│ 02_structural-analysis.srt
│ 03_degree-histograms-structure-of-the-web.mp4
│ 03_degree-histograms-structure-of-the-web.srt
│ 04_connectivity-and-centrality.mp4
│ 04_connectivity-and-centrality.srt
│
├─02_lesson-22-traversal-tasks
│ 01_pagerank.mp4
│ 01_pagerank.srt
│ 02_pagerank-in-more-detail.mp4
│ 02_pagerank-in-more-detail.srt
│ 03_traversal-tasks-spanning-trees-and-circuits.mp4
│ 03_traversal-tasks-spanning-trees-and-circuits.srt
│ 04_traversal-tasks-maximum-flow.mp4
│ 04_traversal-tasks-maximum-flow.srt
│
├─03_lesson-23-pattern-matching-tasks-and-graph-query
│ 01_pattern-matching.mp4
│ 01_pattern-matching.srt
│ 02_querying-edge-tables.mp4
│ 02_querying-edge-tables.srt
│ 05_graph-query-example-nsa.mp4
│ 05_graph-query-example-nsa.srt
│
├─04_lesson-24-recursive-queries
│ 01_graph-query-example-recursion.mp4
│ 01_graph-query-example-recursion.srt
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