Week 7: Probabilistic Topic Modelling via Latent Dirichlet Allocation and Intro to XML-parsing of Old Bailey Online Streaming Model-Prediction Server, the Full Powerplant Pipeline Week 6: Introduction to Spark Streaming, Twitter Collector, Top Hashtag Counter and Streaming Model-Prediction Server Power Plant Pipeline: Model, Tune, Evaluate HOMEWORK: Spark Data Types for Distributed Linear Algebra HOMEWORK: breeze linear algebra cheat sheetÄistributed Linear Algebra for Linear Regression Introduction Week 5: Introduction to Non-distributed and Distributed Linear Algebra and Applied Linear Regression Supervised Classification of Hand-written Digits via Decision Trees Unsupervised Clustering of 1 Million Songs via K-Means in 3 Stages Week 4: Introduction to Machine Learning - Unsupervised Clustering and Supervised Classification Week 3: Introduction to Spark SQL, ETL and EDA of Diamonds, Power Plant and Wiki CLick Streams Data HOMEWORK: RDDs, Transformations and ActionsÄ®XTRA_Word Count: ETL of US State of Union Addesses Week 2: Introduction to Spark RDDs, Transformations and Actions and Word Count of the US State of the Union Addresses Week 1: Introduction to Scalable Data Science
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