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didattica:magistrale:bda:ay_1718:main [2017/09/19 21:30] massimo [Study material] |
didattica:magistrale:bda:ay_1718:main [2020/09/17 16:55] (current) |
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| ====== Big Data Analytics ====== | ====== Big Data Analytics ====== | ||
| - | ---- | + | |
| ===== News ===== | ===== News ===== | ||
| <WRAP center round important 95%> | <WRAP center round important 95%> | ||
| + | * <wrap em>**Exam update**</wrap>: Appello Big Data Analytics scheduled for 12/11/2018 has been re-scheduled for 26/07/2018 at 14:30pm. | ||
| + | * <wrap em>**Exam update**</wrap>: Appello Big Data Analytics scheduled for 12/11/2018 has been re-scheduled for 26/07/2018 . | ||
| + | * <wrap em>**Exam results 2018-06-14**</wrap>: results have been published {{ https://drive.google.com/file/d/1uEYyZEPAIllN0D8wrvbyAAG33itVjc5U/view?usp=sharing | link }}. Students can confirm their vote by mail and register at the next exam session. | ||
| + | * <wrap em>**Exam results 2018-03-06**</wrap>: results have been published {{ https://drive.google.com/file/d/1NGU79ju41ZGmAGy7WBBtph8y9F0vSCcr/view?usp=sharing | link }}. Students can confirm their vote by mail and register at the next exam session. | ||
| + | * <wrap em>**Exam update**</wrap>: Appello Big Data Analytics scheduled for 22/2/2018 has been re-scheduled for 6/3/2018 . | ||
| + | * <wrap em>**Exam update**</wrap>: Writing exam - BDA part 1 scheduled for 1/3/2018 has been re-scheduled for 6/3/2018 . | ||
| + | * <wrap em>**Exam results 2018-02-08 A.A. 2017-18**</wrap>: results have been published {{ https://drive.google.com/file/d/1HT_i75DA3DtQfa4dfpgmrpTi-BV70ey6/view?usp=sharing | link }}. Students can confirm their vote by mail and register at the next exam session. | ||
| + | * <wrap em>**Exam results 2018-02-08 A.A. 2016-17**</wrap>: results have been published {{ https://drive.google.com/file/d/1j1PlOMmjljp0tJvbGK6RZEYR1b6lSmnM/view?usp=sharing | link }}. Students can confirm their vote by mail and register at the next exam session. | ||
| + | * <wrap em>**Exam update**</wrap>: exam scheduled for 8/2/2018 will be held in AB3, 15:00-16:00. Two types of exam will be held: A.A. 2016-17 (full exam for the past course), A.A. 2017-18 (partial for the new course). | ||
| + | * <wrap em>**Exam update**</wrap>: exam scheduled for 1/2/2018 has been re-scheduled for 8/2/2018 . | ||
| + | * <wrap em>**Course update**</wrap>: Homeworks are now available in **Study Material** section. | ||
| + | * <wrap em>**Lecture update**</wrap>: Le lezioni della seconda parte del corso inizieranno l'8 gennaio e seguiranno per 4 settimane come corso intensivo di 21 ore. Siete invitati ad iscrivervi al gruppo facebook BIGDATA-2017 | ||
| + | * <wrap em>**Lecture update**</wrap>: Next lecture is scheduled for 27th november 2017 at 14:00pm - room LA2. | ||
| + | * <wrap em>**Lecture update**</wrap>: Next lecture is scheduled for 20th november 2017 at 14:00pm - room LA2. | ||
| + | * <wrap em>**No lesson 9th november 2017**</wrap>: Lecture suspended. Next lecture is 13th november 2017 at 14:00pm. | ||
| + | * <wrap em>**Papers 2016-17**</wrap>: available {{ https://drive.google.com/drive/folders/0B3Jl2zBf8Y-pV2hsTXRPZGJaZEE?usp=sharing | here }}. | ||
| + | * <wrap em>**No lesson 26th october 2017**</wrap>: Lecture suspended. Next lecture is 9th november 2017. | ||
| * <wrap em>**Course start**</wrap>: lessons will start on 5th October 2017. | * <wrap em>**Course start**</wrap>: lessons will start on 5th October 2017. | ||
| + | * <wrap em>**Course 2017-16**</wrap>: {{https://goo.gl/PDpZPw | link }} | ||
| </WRAP> | </WRAP> | ||
| ---- | ---- | ||
| Line 9: | Line 27: | ||
| <WRAP box round 95% center> | <WRAP box round 95% center> | ||
| **Teacher**: | **Teacher**: | ||
| + | * **Prof.ssa Emanuela Merelli** <emanuela.merelli[at]unicam.it> | ||
| * **Dr. Massimo Callisto De Donato** <massimo.callistodedonato[at]gruppofilippetti.it> | * **Dr. Massimo Callisto De Donato** <massimo.callistodedonato[at]gruppofilippetti.it> | ||
| **Lessons schedule**: | **Lessons schedule**: | ||
| - | * 42 h - lecture and exercise sessions | + | * 42 h - lectures (2 modules), exercise sessions |
| - | * Thursday: 15:00 pm – 18:00 pm | + | * Thursday: 16:00 pm – 19:00 pm |
| + | * Room LA2 - Polo "Carla Lodovici" | ||
| **Students Office hours**: | **Students Office hours**: | ||
| Line 43: | Line 63: | ||
| <WRAP round 95% center box> | <WRAP round 95% center box> | ||
| * **Introduction to Big Data** | * **Introduction to Big Data** | ||
| - | * What are Big Data | + | * Why Big Data |
| - | * Big Data in the real world | + | * Big Data use cases in the real world |
| - | * Needs and Challenges of Big Data | + | * Needs, challenges and opportunities of Big Data |
| - | * Characterize Big Data | + | * **Big Data models: Methodologies and Techniques** |
| - | * **Big Data models: from storage to processing** | + | * The 3V model |
| - | * The V model | + | |
| * From datawarehouse to Big Data | * From datawarehouse to Big Data | ||
| - | * Aspect of Distributing Storage | + | * Enable Big Data Analysis |
| - | * Distributed Processing | + | * **Big Data Analysis: storage** |
| - | * NoSQL | + | * Storage models for Big Data |
| - | * Distributed Search | + | * Hadoop framework |
| - | * **Big Data Analisys: Methodologies and Techniques** | + | * hdfs filesystem |
| - | * How enabling Big Data Processing | + | * **Big Data Analysis: computation** |
| - | * The Hadoop framework | + | * Computational framework for Big Data Analysis |
| - | * HDFS: hadoop filesystem | + | * Data at rest and Data in motion |
| - | * Computational framework: MapReduce and YARN | + | * MapReduce and YARN framework |
| - | * HBase as NoSQL database | + | * Other related processing frameworks |
| - | * Other related hadoop processing frameworks | + | * **Big Data Analysis: NoSQL** |
| - | * Practical Examples | + | * Databases in Big Data systems |
| - | * Apache Spark | + | * The CAP theorem and BASE model |
| - | * Apache Cassandra | + | * NoSQL data models |
| + | * **Big Data Analysis: streaming** | ||
| + | * How enabling Big Data Streaming Processing | ||
| * Batch processing Vs RealTime processing | * Batch processing Vs RealTime processing | ||
| - | * Apache Spark Streaming | + | * An overview of Apache Spark |
| - | * Apache Storm | + | * **Advance topics in Big Data Analysis** |
| - | * **Big Data Analysis applications** | + | |
| - | * Big Data in practice: connecting with IoT | + | |
| - | * Use cases scenario | + | |
| - | * **Advance Big Data Analysis** | + | |
| - | * Distribuited graph modelling framework | + | |
| - | * Machine Learning | + | |
| - | * Baysian Newtork | + | |
| </WRAP> | </WRAP> | ||
| ---- | ---- | ||
| Line 80: | Line 94: | ||
| <WRAP box round center 95%> | <WRAP box round center 95%> | ||
| **Course Slides** | **Course Slides** | ||
| - | * - | + | * slide 1st_0 lesson {{ https://drive.google.com/file/d/0B3Jl2zBf8Y-pSWJqaDQ5WWVoeWs/view?usp=sharing | slides_1}} |
| + | * slide 1st_1 lesson {{ https://drive.google.com/file/d/0B3Jl2zBf8Y-pbG0zcm5aS0pmSUU/view?usp=sharing | slides_1_1}} | ||
| + | * slide 2st lesson {{ https://drive.google.com/file/d/0B3Jl2zBf8Y-pNHZlUXFCbXV2NGs/view?usp=sharing | slides_2}} | ||
| + | * slide 3st_1 lesson {{ https://drive.google.com/file/d/0B3Jl2zBf8Y-pV0p4ekJ0RnhpdXM/view?usp=sharing | slides_3st_1}} | ||
| + | * slide 3st_2 lesson {{ https://drive.google.com/file/d/0B3Jl2zBf8Y-pYU5HRVBYV3lNYU0/view?usp=sharing | slides_3st_2}} | ||
| + | * slide 4st lesson {{ https://drive.google.com/file/d/1ENRrfxuhoH8h4Kuir8Omx7B5jZUaGYht/view?usp=sharing | slides_4st}} | ||
| + | * slide 5st lesson {{ https://drive.google.com/file/d/1ncOQ2skwVcp-UVQtjR7Zfcw3n6JXSLxB/view?usp=sharing | slides_5st}} | ||
| + | * slide 6st lesson {{ https://drive.google.com/file/d/10WsuwCjFC4SiyQnKZnfFICX2DXK6X75D/view?usp=sharing | slides_6st}} | ||
| + | * slide 6_1st lesson {{ https://drive.google.com/file/d/1VZIkzkO9F2_Ok7Lwhy8mA_6rPy6opklC/view?usp=sharing | slides_6_1st}} | ||
| + | * slide 7st lesson {{ https://drive.google.com/file/d/1TSSCo4iaazxD5Ua02T2V_c-fV3wbTOP3/view?usp=sharing | slides_7st}} | ||
| * **Reference materials** | * **Reference materials** | ||
| Line 88: | Line 111: | ||
| * **Homework** | * **Homework** | ||
| - | * - | + | * {{ https://drive.google.com/file/d/15r_hh1dpREW9GgwaMqJEShRwDcN9D-aB/view?usp=sharing | Info and available homeworks}} |
| + | * {{ https://drive.google.com/file/d/1bHKfxpLIyQCBjfuNOnbFRHH9qUhO4qPW/view?usp=sharing | Template (.doc) }} | ||
| </WRAP> | </WRAP> | ||
| Line 95: | Line 119: | ||
| ===== Exams ===== | ===== Exams ===== | ||
| <WRAP box round center 95%> | <WRAP box round center 95%> | ||
| - | **Exam Dates A.Y. 2015/2016** | + | **Exam Dates A.Y. 2017/2018** |
| - | * 16/03/2017 - 15:00 | + | * 08/02/2018 - 15:00 |
| - | * 30/03/2017 - 15:00 | + | * 06/03/2018 - 15:00 |
| - | * 22/06/2017 - 15:00 | + | * 14/06/2018 - 15:00 |
| - | * 13/07/2017 - 15:00 | + | * 12/07/2018 - 15:00 |
| - | * 21/09/2017 - 15:00 | + | * 20/09/2018 - 15:00 |
| - | * 01/02/2018 - 15:00 | + | * 22/11/2019 - 15:00 |
| - | * 22/02/2018 - 15:00 | + | * 07/02/2019 - 15:00 |
| **Exam rules**: | **Exam rules**: | ||
| Line 112: | Line 136: | ||
| ** Exam Results ** | ** Exam Results ** | ||
| - | * {{https://drive.google.com/file/d/0B3Jl2zBf8Y-pVTg5X1BUYXNpUVU/view?usp=sharing | 2017-03-30 }} | + | * - |
| - | * {{https://drive.google.com/file/d/0B3Jl2zBf8Y-pTkc5aV9zSXMxUEk/view?usp=sharing | 2017-03-16 }} | + | |
| </WRAP> | </WRAP> | ||
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