E-Books / Video Training →Coursera - Introduction to Data Science (University of Washington)
Published by: Auto on 27-05-2019, 04:12 | 
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Coursera - Introduction to Data Science (University of Washington)
WEBRip | English | MP4 + PDF Slides | 960 x 540 | AVC ~69.9 kbps | 30 fps
AAC | 117 Kbps | 44.1 KHz | 2 channels | Subs: English (.srt) | ~17 hours | 1.36 GB
Genre: eLearning Video / Computer Science, Programming
Part 0: Introduction
Part 1: Data Manipulation at Scale
Parallel databases, parallel query processing, in-database analytics
Key-value stores and NoSQL; tradeoffs of SQL and NoSQL
Part 0: Introduction
Examples, data science articulated, history and context, technology landscape
Part 1: Data Manipulation at Scale
Databases and the relational algebra
Parallel databases, parallel query processing, in-database analytics
MapReduce, Hadoop, relationship to databases, algorithms, extensions, languages
Key-value stores and NoSQL; tradeoffs of SQL and NoSQL
Part 2: Analytics
Topics in statistical modeling: basic concepts, experiment design, pitfalls
Topics in machine learning: supervised learning (rules, trees, forests, nearest neighbor, regression), optimization (gradient descent and variants), unsupervised learning
Part 3: Communicating Results
Visualization, data products, visual data analytics
Provenance, privacy, ethics, governance
Part 4: Special Topics
Graph Analytics: structure, traversals, analytics, PageRank, community detection, recursive queries, semantic web
Guest Lectures
Taught by Bill Howe
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