model & problem

(原文描述太啰嗦了)
A system using an N-by-N grid of sites.
→ Each site is either open or blocked.
→ A full site is an open site that can be connected to an open site in the top row via a chain of neighboring open sites. (这个full的定义有玄机 而且导致后面写程序时有个问题, 看论坛想了半天才想出来, 见后文.)
→ We say ...

1. Introduction

2. Observations

ex. 3-SUM pb
given N distinct numbers, how many triples sum up to 0? (pb related to computatioal geogtry)

• brute force method:

for(int i=0;i<N;i++)
    for(int j=i+1;j<N;j++)
        for(int k=j+1;k<N;k++)
            {if ...

Part 0: Preliminaries

Each line in the ratings dataset (ratings.dat.gz) is formatted as:
UserID::MovieID::Rating::Timestamp ⇒ tuples of (UserID, MovieID, Rating)in ratingsRDD
Each line in the movies (movies.dat) dataset is formatted as:
MovieID::Title::Genres ⇒ tuples of (MovieID, Title) in ratingsRDD

487650 ratings and 3883 ...

1. Dynamic Connectivity pb

pb statement

a set of N obj, indexed by 0,1,...,N-1 ⇒ UNION: connect objects void union(int p, int q) FIND: is there a path connecting 2 obj? boolean connected(int p, int q)

ex:

connect components(联通分支): max set of obj that are mutually ...

STATISTICS, BUSINESS QUESTIONS, AND LEARNING TECHNIQUES

2 different kinds of statistics:

• descriptive statistics

ex. median — describes data, but cannot generalize beyong that

• inferential statistics

ex. t-testing — inferences beyond the data techniques leveraged for machine learning and prediction

supervised learning (clf, reg), unsupervised learning (clustering, dim-reduction) → UL often used in a ...

DATA CLEANING

ex. deal with missing data, entity resolution, unit mismatch, ...

deal with non-ideal samples ⇒ tradeoff between simplicity and accuracy.

DATA QUALITY PROBLEMS

data quality problems:

• Conversions in complex pipelines can mess up data
• Combining multiple datasets can result in errrors
• Data degrades in accuracy or loses value over time ...

RELATIONAL DATABASE

review: key data management concepts:

• data model
• schema
• relational data model

structured data: have a specific schema to start with

relationl database: a set of relations. 2 parts to a Relation:

• schema: name of relation, name and type of columns

• instance:

any data at given time (cardinality:=nb ...

KEY DATA MANAGEMENT CONCEPTS

data model: collection of concepts for describing data schema: a description of a particular collection of data using a given data model

structure spectrum:
semi-structured data: apply schema after creating data.

FILES

files: named collection of bytes, in hierarchical namespace (but: In a Content-Addressable Storage system ...

PYTHON SPARK (PYSPARK)

a spark prog has 2 programs:

• dirver program: runs on driver machine
• worker program: runs on local threads or cluster nodes

a spark prog first creates a SparkContext object:

• tells how and where to access a cluster
• shell will automatically create the sc varible
• in iPython: use ...