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项目作者： extwiii

项目描述 ：
Unlock Value in Massive Datasets - UC San Diego
高级语言： Scala
项目地址: git://github.com/extwiii/BigData-UC.San.Diego.git
创建时间： 2017-01-17T13:22:44Z
项目社区：https://github.com/extwiii/BigData-UC.San.Diego
开源协议：Apache License 2.0
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BigData-UC.San.Diego

Unlock Value in Massive Datasets - UC San Diego - Coursera

Course 1 - Introduction to Big Data

  • Welcome
  • Big Data: Why and Where
  • Characteristics of Big Data and Dimensions of Scalability
  • Data Science: Getting Value out of Big Data
  • Foundations for Big Data Systems and Programming
  • Systems: Getting Started with Hadoop

Course 2 - Big Data Modeling and Management Systems

  • Introduction to Big Data Modeling and Management
  • Big Data Modeling
  • Big Data Modeling (Part 2)
  • Working With Data Models
  • Big Data Management: The “M” in DBMS

Course 3 - Big Data Integration and Processing

  • Welcome to Big Data Integration and Processing
  • Retrieving Big Data (Part 1)
  • Retrieving Big Data (Part 2)
  • Big Data Integration
  • Processing Big Data
  • Big Data Analytics using Spark

Course 4 - Machine Learning With Big Data

  • Introduction to Machine Learning with Big Data
  • Data Exploration
  • Data Preparation
  • Classification
  • Evaluation of Machine Learning Models
  • Regression, Cluster Analysis, and Association Analysis

Course 5 - Graph Analytics for Big Data

  • Welcome to Graph Analytics
  • Introduction to Graphs
  • Graph Analytics
  • Graph Analytics Techniques
  • Computing Platforms for Graph Analytics

Taught by:

  • Ilkay Altintas - Chief Data Science Officer
  • Amarnath Gupta - Director, Advanced Query Processing Lab
  • Mai Nguyen - Lead for Data Analytics

Rating :full_moon::full_moon::full_moon::full_moon::full_moon::full_moon::full_moon::full_moon::new_moon::new_moon:

Difficulty :full_moon::full_moon::full_moon::full_moon::full_moon::full_moon::new_moon::new_moon::new_moon::new_moon:

Created By Bilal Cagiran | E-Mail | Github | LinkedIn | CodePen | Blog/Site | FreeCodeCamp

Applications-Altintas-Final_1648634929388.pdf
MachineGeneratedData-Part1-Altintas-Final_1648634930614.pdf
MachineGeneratedData-Part2-Altintas-Final_1648634933059.pdf
OrganizationGeneratedData-Part1-Altintas-Final_1648634935836.pdf
OrganizationGeneratedData-Part2-Altintas-Final_1648634935994.pdf
PeopleGeneratedData-Part1-Altintas-Final_1648634936364.pdf
PeopleGeneratedData-Part2-Altintas-Final_1648634937804.pdf
Precision-Medicine-Gupta-FinalBM2-_1_-_1__1648634939554.pdf
TheKeyIsIntegratingDiverseData-Altintas-Final_1648634940589.pdf
WIFIRE-Altintas-Final_1648634941297.pdf
WhatLaunchedTheBigDataEra-Altintas-Final_1648634942480.pdf
0A.DataScience-GettingValueOutOfBigData-Altintas_1648634945112.pdf
1A.BuildingABigDataStrategy-Altintas_1648634947063.pdf
1B.5PsOfDataScience-Altintas_1648634947284.pdf
2.AskingTheRightQuestion-Altintas_1648634947852.pdf
3.IntroducingThe6StepProcess-Altintas_1648634949185.pdf
4.Step1-AccessingAndRetrievingData-Altintas_1648634949507.pdf
5.Step2A-ExploringData-Altintas_1648634950039.pdf
6.Step2B-PreprocessingData-Altintas_1648634950205.pdf
7.Step3-DataAnalysis-Altintas_1648634950462.pdf
8.Step4-ReportingInsights-Altintas_1648634950824.pdf
9.Step6-TurningInsightsIntoAction-Altintas_1648634950986.pdf
CharacteristicsOfBigData-Altintas-Final_1648634951178.pdf
Scalability-Valence_1648634952137.pdf
Scalability-Variety_1648634954591.pdf
Value-Altintas-Final_1648634955333.pdf
Velocity-Altintas-Final_1648634957095.pdf
Veracity-Altintas-Final_1648634957672.pdf
Volume-Altintas-Final_1648634957875.pdf
CloudComputing_1648634958159.pdf
GettingStarted-WhyDoYouNeedFoundations-Altintas_1648634958375.pdf
HadoopEcosystem_1648634958597.pdf
MapReduce(1)_1648634958779.pdf
MapReduce_1648634958998.pdf
PreBuiltHadoopImages_1648634959082.pdf
ProgrammingModelsForBigData-Altintas-FINAL_1648634959371.pdf
ScalableComputingOverTheInternet-Altintas_1648634959683.pdf
WhatIsADistributedFileSystem-Altintas_1648634959931.pdf
When2ReconsiderHadoop_1648634960295.pdf
WhyHadoop_1648634960444.pdf
Yarn_1648634960605.pdf
BigDataManagement_1648634960899.pdf
ConEdExample_1648634961428.pdf
FlightStats-Data_1648634961667.pdf
SummaryOfIntroductionToBigData_1648634963006.pdf
RelationalDataModels_1648634965406.pdf
SemistructuredDataModel_1648634965679.pdf
WhatIsADataModel_1648634965919.pdf
GraphDataModel_1648634966166.pdf
OtherDataModels_1648634966459.pdf
VectorSpaceModel_1648634966735.pdf
DataModelvsDataFormat_1648634966934.pdf
UnderstandingDataLakes_1648634967128.pdf
WhatIsADataStream_1648634967314.pdf
WhyIsStreamingDataDifferent_1648634967547.pdf
FromDBMSToBDMS_1648634967837.pdf
TheMinDBMS_1648634968224.pdf
SummaryOfBigDataModelingAndManagement_1648634968601.pdf
What-is-Data-Retrieval_1648634968727.pdf
WhyIsBigDataProcessingDifferent_1648634969026.pdf
Querying_Data_Part_2_1648634969157.pdf
InformationIntegration_1648634969607.pdf
BigDataProcessingPipelines_1648634969964.pdf
GettingStartedWithSpark_1648634970025.pdf
IntroductionToApacheSpark_1648634970094.pdf
OverviewOfBigDataProcessingSystems_1648634970238.pdf
SparkCORE-Actions_1648634970399.pdf
SparkCORE-ProgrammingInSpark_1648634970460.pdf
SparkCORE-Transformations_1648634970532.pdf
SparkGraphX_1648634970685.pdf
SparkMLLib_1648634970769.pdf
SparkSQL_1648634970857.pdf
SparkStreaming_1648634970975.pdf
crisp_dm_1648634971145.pdf
machine_learning_categories_1648634971256.pdf
machine_learning_overview_1648634971368.pdf
machine_learning_process_1648634971477.pdf
machine_learning_steps_1648634971540.pdf
tools_used_in_machine_learning_course_1648634971647.pdf
addressing_data_quality_issues_1648634971764.pdf
data_exploration_1648634971863.pdf
data_preparation_1648634971981.pdf
data_quality_1648634972086.pdf
data_terminology_1648634972166.pdf
dimensionality_reduction_1648634972251.pdf
feature_selection_1648634972334.pdf
feature_transformation_1648634972437.pdf
plots_1648634972593.pdf
summary_statistics_1648634972801.pdf
building_classification_model_1648634972915.pdf
classification_algorithms_1648634973003.pdf
classification_overview_1648634973090.pdf
decision_trees_1648634973147.pdf
k_nearest_neighbors_1648634973229.pdf
naive_bayes_1648634973390.pdf
ab_evaluation_metrics_1648634973518.pdf
confusion_matrix_1648634973621.pdf
generalization_and_overfitting_1648634973750.pdf
overfitting_decision_trees_1648634973830.pdf
using_a_validation_set_1648634973889.pdf