ST2187 Business analytics, applied modelling and prediction — различия между версиями

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Hi all!
 
Hi all!
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Here will be published the information about  ST2187 Business analytics, applied modeling and prediction  course
+
Here will be published the information about  Business analytics, applied modeling and prediction  course
  
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[[Файл:Khelvas.jpg|200px|thumb|left|Aleksandr Khelvas]]
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[[Файл:Khelvas.jpg|200px|thumb|left| [https://www.hse.ru/org/persons/409923537 Aleksandr Khelvas] ]]
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[[Файл:JenTsybulko.jpg|200px|thumb|left|Eugeniya Tsybulko]]
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[[Файл:JenTsybulko.jpg|200px|thumb|left|[https://www.hse.ru/org/persons/409847746 Evgeniya Tsybulko] ]]
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[[Файл:JAbdey.jpeg|200px|thumb|left|Dr. James Abdey]]
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[[Файл:JAbdey.jpeg|200px|thumb|left|Dr. James Abdey, invited lecturer]]
  
  
  
 
The book will be edited [https://www.overleaf.com/read/nkwyhzvwrmkm here on overleaf.com]  
 
The book will be edited [https://www.overleaf.com/read/nkwyhzvwrmkm here on overleaf.com]  
 +
 +
== Grade Formula ==
 +
=== Terms ===
 +
 +
BU==Business Unit of course  Max=100
 +
 +
UoL==UoL Unit  Max=100
 +
 +
BCWE==Business Course Work and Exam  Max=100
 +
 +
BCFW== Business Course Final Work    Max=100
 +
 +
BMU==Business Monthly Unit  Max=100
 +
 +
TCW==Tableau Course Work  To be estimated by UoL
 +
 +
=== Formula ===
 +
 +
'''Total score = 0.7*BU + 0.3*UoL'''
 +
 +
BU=BU1*0.5 + BU2*0.5
 +
 +
BU1=BCWE*0.4 + (BMU1+BMU2+BM3)*0.2
 +
 +
BU2=BCFW2*0.7 + (BMU4+BMU5+BMU6)*0.1
 +
 +
For each BMUn all weekly homeworks should be positive. 
 +
 +
For each homework student has the first attempt and if the result is not positive he should use the second one with new requirements.
 +
 +
=== Due Dates: ===
 +
 +
{| class="wikitable"
 +
|-
 +
! Reporting !! Due Date !! Comments
 +
|-
 +
| [[BMU1 | BMU1]]||  Oct 3 ||  Ready for execution
 +
|-
 +
| [[BMU2|BMU2]] || Nov 25 23:59 ||  Ready for execution
 +
 +
|-
 +
| [[BMU3|BMU3]] || Dec 5 + Dec 12  ||  Ready for execution
 +
|-
 +
| [[BMU4|BMU4]]  || Feb 6 || 
 +
|-
 +
| [[BMU5|BMU5]]  ||Feb 23 || 
 +
|-
 +
| [[TCW|TCW]]  ||Mar 1 || 
 +
|-
 +
|[[BMU6|BMU6]] || Apr 3 || 
 +
|-
 +
| [[BCWE |BCWE ]] || Dec 28 || 
 +
|-
 +
| [[BCFW|BCFW]] || June 25 || 
 +
|}
  
 
   
 
   
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== Требования к файлам с домашними заданиями ==
+
 +
All BMU and BCW shoul be prepared and presented by pairs of students
  
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Все файлы порождаемые студентами в рамках курса должны иметь наименования
+
Best 3 BMU grants +5 to BU1 and BU2
 +
Best 3 BCW grants +10 to BU1 and BU2
  
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ST2187-2020-FIO-Seminar_NN-FILENAME.XXX
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== Home work schedule ==
  
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FIO - латиницей в стиле IvanovII
 
  
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Кириллицу и спецсимволы в названиях файлов использовать запрещено
+
 
 +
BHW - Home works for Business Unit
 +
 
 +
UoL - Home works for UoL
 
   
 
   
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== Структура курса ==
+
{| class="wikitable"
 +
|-
 +
! Week !! Link !! BHW !! UoL !! Due Date
 +
|-
 +
| Week 1 || http://wiki.cs.hse.ru/ST2187_Seminar_1 || + || ||Sept 21
 +
|-
 +
| Week 2 || http://wiki.cs.hse.ru/ST2187_Seminar_2 || + || || Sept 25
 +
|-
 +
|    || https://drive.google.com/file/d/1NDglH4KfC7L6AxPsHVZKcuwOf_7efoq7/view?usp=sharing ||  ||+ || Sept 25
 +
|-
 +
| Week 3 || [[BMU1 | BMU1]] || + || || Oct 3
 +
|-
 +
|  Week 4  || http://wiki.cs.hse.ru/ST2187_Seminar_4  || +  ||  || Oct 10
 +
|-
 +
|  Week 5  || http://wiki.cs.hse.ru/ST2187_Lecture_5  ||  ||+ || '''Oct 26'''
 +
|-
 +
|  Week 6  || http://wiki.cs.hse.ru/ST2187_Lecture_6#Home_work  ||  + ||  || Nov 2
 +
|-
 +
|  Week 7  || https://drive.google.com/file/d/1VbmyLk0T4eGioyj-gtKphM6G8bP7zF6H/view?usp=sharing ||  || +  || Nov 13
 +
|-
 +
|  Week 8  || [[BMU2 | BMU2]]|| +  ||  || Nov 16
 +
|-
 +
|  Week 9  ||  || +  ||  || Nov 30
 +
|-
 +
|  Week 10  || [[BMU3|BMU3]] [[Block 11-12 |http://wiki.cs.hse.ru/ST2187_Lecture_14]]  || +  || + || Dec 5 - Dec12
 +
|-
 +
|  Week 11  ||  || +  ||  || Dec 12
 +
|-
 +
|  [[BCWE | BCWE]] ||  || +  ||  || Dec 26
 +
|}
 +
 
 +
 
 +
==  UoL Exam tests ==
 +
 
 +
[[UoL Exam | UoLExam]]
 +
[[UoL students | UoLstudents]]
 +
 
 +
== Home work files requirements ==
 +
 
 +
All student's files should have names
 +
 
 +
ST2187-2020-FIO1-FIO2-Seminar_NN-FILENAME.XXX
 +
 
 +
FIO1 and FIO2 - latin like IvanovII
 +
 
 +
Cyrillic and special symbols in file names are prohibited.
 +
 
 +
 
 +
All Seminar's Videos will be shared here https://drive.google.com/drive/folders/1wr5vU3pffMXINdscWWFeO0U8D5IuglZs?usp=sharing
 +
 
 +
== Course structure ==
  
 
[[Glossary | Glossary]]
 
[[Glossary | Glossary]]
  
−
[[ST2187 Lecture 1  | Lecture 1 Course structure. Requirements and deliverables. Semantic model of problem. Ontology of  Case 1. Bakery (COS Block 1)]]
+
[[ST2187 Lecture 1  | '''Lecture 1''' Course structure. Requirements and deliverables. Semantic model of problem. Ontology of  Case 1. Bakery (COS Block 1)]]
 +
 
 +
[[ST2187 Seminar 1 | '''Seminar 1''' Data. Structured data types. CSV, XML, JSON, YAML.  Excel simplest applications. Bakery component description in YAML.]]
 +
 
 +
[[ST2187 Lecture 2 | '''Lecture 2'''  Introduction to the course, overview, assessment, Monty Hall problem (LSE Block 1)]]
 +
 
 +
[[ST2187 Seminar 2 | '''Seminar 2''' ABCD analysis in excel. Histogram in Excel.]]
 +
 
 +
[[ST2187 Lecture 3 | '''Lecture 3''' Processes, actions and events. BPMN. ]]
 +
 
 +
[[ST2187 Seminar 3 | '''Seminar 3''' Tracks arriving schedule analysis and simulation ]]
 +
 
 +
[[ST2187 Lecture 4 | '''Lecture 4'''  Petri Nets. PN in event-driven simulation. Vehicles arriving and departure in bakery case. Shipping plan  ]]
 +
 
 +
[[ST2187 Seminar 4 | '''Seminar 4'''  Tracks arriving schedule analysis and simulation in BPMN.]]
 +
 
 +
[[ST2187 Lecture 5| '''Lecture 5''' Descriptive statistics, relationships between variables, Tableau (LSE Blocks 2, 3 and 4)  ]]
 +
 
 +
[[ST2187 Seminar 5 | '''Seminar 5''' Bakery Orders Dataset.  ]]
 +
 
 +
[[ST2187 Lecture 6 | '''Lecture 6'''  Lecture 6. Event-Driven Simulation. Vehicles arriving and departure in bakery case. SimPy library for Python. ]]
 +
 
 +
[[ST2187 Seminar 6 | '''Seminar 6''' ABCD analysys for bakery in Python.]]
 +
 
 +
[[ST2187 Lecture 7 | '''Lecture 7''' Probability, distributions, decision trees (LSE Blocks 5, 6 and 7)  31 Oct 2020 ]]
 +
 
 +
[[ST2187 Seminar 7 | '''Seminar 7''' Tableau data visualisation for Bakery Orders Dataset]]
 +
 +
[[ST2187 Lecture 8 | '''Lecture 8'''  31 Oct 2020]]
 +
 
 +
[[ST2187 Seminar 8 | '''Seminar 8''' ]]
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 +
[[ST2187 Lecture 9 | '''Lecture 9'''  31 Oct 2020 ]]
 +
 
 +
[[ST2187 Seminar 9 | '''Seminar 9''']]
 +
 
 +
[[ST2187 Lecture 10 | '''Lecture 10  Sampling, sampling distributions, confidence intervals, hypothesis testing (Blocks 8, 9 and 10)''' 28 Nov 2020  ]]
 +
 
 +
[[ST2187 Seminar 10 | '''Seminar 10''']]
 +
 
 +
[[ST2187 Lecture 11 | '''Lecture 11''' 28 Nov 2020  ]]
 +
 
 +
[[ST2187 Seminar 11 | '''Seminar 11''']]
 +
 
 +
[[ST2187 Lecture 12 | '''Lecture 12''' 28 Nov 2020  ]]
 +
 
 +
[[ST2187 Seminar 12 | '''Seminar 12''']]
 +
 
 +
[[ST2187 Lecture 13 | '''Lecture 13 Regression analysis (Blocks 11 and 12) ''' 5 Dec 2020  ]]
 +
 
 +
[[ST2187 Seminar 13 | '''Seminar 13''' ]]
 +
 
 +
[[ST2187 Lecture 14 | '''Lecture 14''' 5 Dec 2020  ]]
 +
 
 +
[[ST2187 Seminar 14 | '''Seminar 14''' ]]
  
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[[ST2187 Seminar 1 | Seminar 1 Data. Structured data types. CSV, XML, JSON, YAML.  Excel simplest applications. Bakery component description in YAML.]]
+
== BIBLIO ==
  
−
[[ST2187 Lecture 2 | Lecture 2 Introduction to the course, overview, assessment, Monty Hall problem (LSE Block 1)]]
+
1. YAML from Tutorials Point (I) Pvt. Ltd.  https://www.tutorialspoint.com/yaml/yaml_tutorial.pdf
  
−
[[ST2187 Seminar 2 | Seminar 2 ABCD analysis in excel. Histogram in Excel.]]
+
2. YAML Ain’t Markup Language (YAML™) Version 1.2 3rd Edition https://yaml.org/spec/1.2/spec.pdf
  
−
[[ST2187 Lecture 3 | Lecture 3  ]]
+
3. BPMN 2.0 - Business Process Model and Notation http://www.bpmb.de/index.php/BPMNPoster
  
−
[[ST2187 Seminar 3 | Seminar 3 ]]
+
4.Real-Life BPMN: Using BPMN 2.0 to Analyze, Improve, and Automate Processes in Your Company 1st Edition
 +
by Jakob Freund, Bernd Rücker ISBN-13: 978-1480034983

Текущая версия на 13:50, 9 апреля 2021

Hi all! Here will be published the information about Business analytics, applied modeling and prediction course

Aleksandr Khelvas
Evgeniya Tsybulko
Dr. James Abdey, invited lecturer


The book will be edited here on overleaf.com

Grade Formula

Terms

BU==Business Unit of course Max=100

UoL==UoL Unit Max=100

BCWE==Business Course Work and Exam Max=100

BCFW== Business Course Final Work Max=100

BMU==Business Monthly Unit Max=100

TCW==Tableau Course Work To be estimated by UoL

Formula

Total score = 0.7*BU + 0.3*UoL

BU=BU1*0.5 + BU2*0.5

BU1=BCWE*0.4 + (BMU1+BMU2+BM3)*0.2

BU2=BCFW2*0.7 + (BMU4+BMU5+BMU6)*0.1

For each BMUn all weekly homeworks should be positive.

For each homework student has the first attempt and if the result is not positive he should use the second one with new requirements.

Due Dates:

Reporting Due Date Comments
BMU1 Oct 3 Ready for execution
BMU2 Nov 25 23:59 Ready for execution
BMU3 Dec 5 + Dec 12 Ready for execution
BMU4 Feb 6
BMU5 Feb 23
TCW Mar 1
BMU6 Apr 3
BCWE Dec 28
BCFW June 25


All BMU and BCW shoul be prepared and presented by pairs of students

Best 3 BMU grants +5 to BU1 and BU2 Best 3 BCW grants +10 to BU1 and BU2

Home work schedule

BHW - Home works for Business Unit

UoL - Home works for UoL

Week Link BHW UoL Due Date
Week 1 http://wiki.cs.hse.ru/ST2187_Seminar_1 + Sept 21
Week 2 http://wiki.cs.hse.ru/ST2187_Seminar_2 + Sept 25
https://drive.google.com/file/d/1NDglH4KfC7L6AxPsHVZKcuwOf_7efoq7/view?usp=sharing + Sept 25
Week 3 BMU1 + Oct 3
Week 4 http://wiki.cs.hse.ru/ST2187_Seminar_4 + Oct 10
Week 5 http://wiki.cs.hse.ru/ST2187_Lecture_5 + Oct 26
Week 6 http://wiki.cs.hse.ru/ST2187_Lecture_6#Home_work + Nov 2
Week 7 https://drive.google.com/file/d/1VbmyLk0T4eGioyj-gtKphM6G8bP7zF6H/view?usp=sharing + Nov 13
Week 8 BMU2 + Nov 16
Week 9 + Nov 30
Week 10 BMU3 http://wiki.cs.hse.ru/ST2187_Lecture_14 + + Dec 5 - Dec12
Week 11 + Dec 12
BCWE + Dec 26


UoL Exam tests

 UoLExam
 UoLstudents

Home work files requirements

All student's files should have names

ST2187-2020-FIO1-FIO2-Seminar_NN-FILENAME.XXX

FIO1 and FIO2 - latin like IvanovII

Cyrillic and special symbols in file names are prohibited.


All Seminar's Videos will be shared here https://drive.google.com/drive/folders/1wr5vU3pffMXINdscWWFeO0U8D5IuglZs?usp=sharing

Course structure

Glossary

Lecture 1 Course structure. Requirements and deliverables. Semantic model of problem. Ontology of Case 1. Bakery (COS Block 1)

Seminar 1 Data. Structured data types. CSV, XML, JSON, YAML. Excel simplest applications. Bakery component description in YAML.

Lecture 2 Introduction to the course, overview, assessment, Monty Hall problem (LSE Block 1)

Seminar 2 ABCD analysis in excel. Histogram in Excel.

Lecture 3 Processes, actions and events. BPMN.

Seminar 3 Tracks arriving schedule analysis and simulation

Lecture 4 Petri Nets. PN in event-driven simulation. Vehicles arriving and departure in bakery case. Shipping plan

Seminar 4 Tracks arriving schedule analysis and simulation in BPMN.

Lecture 5 Descriptive statistics, relationships between variables, Tableau (LSE Blocks 2, 3 and 4)

Seminar 5 Bakery Orders Dataset.

Lecture 6 Lecture 6. Event-Driven Simulation. Vehicles arriving and departure in bakery case. SimPy library for Python.

Seminar 6 ABCD analysys for bakery in Python.

Lecture 7 Probability, distributions, decision trees (LSE Blocks 5, 6 and 7) 31 Oct 2020

Seminar 7 Tableau data visualisation for Bakery Orders Dataset

Lecture 8 31 Oct 2020

Seminar 8

Lecture 9 31 Oct 2020

Seminar 9

Lecture 10 Sampling, sampling distributions, confidence intervals, hypothesis testing (Blocks 8, 9 and 10) 28 Nov 2020

Seminar 10

Lecture 11 28 Nov 2020

Seminar 11

Lecture 12 28 Nov 2020

Seminar 12

Lecture 13 Regression analysis (Blocks 11 and 12) 5 Dec 2020

Seminar 13

Lecture 14 5 Dec 2020

Seminar 14

BIBLIO

1. YAML from Tutorials Point (I) Pvt. Ltd. https://www.tutorialspoint.com/yaml/yaml_tutorial.pdf

2. YAML Ain’t Markup Language (YAML™) Version 1.2 3rd Edition https://yaml.org/spec/1.2/spec.pdf

3. BPMN 2.0 - Business Process Model and Notation http://www.bpmb.de/index.php/BPMNPoster

4.Real-Life BPMN: Using BPMN 2.0 to Analyze, Improve, and Automate Processes in Your Company 1st Edition by Jakob Freund, Bernd Rücker ISBN-13: 978-1480034983

Источник — «http://wiki.cs.hse.ru/index.php?title=ST2187_Business_analytics,_applied_modelling_and_prediction&oldid=53071»