IBM-OSTİMTECH Workshop
IBM-OSTİMTECH Workshop
About
Many CEOs, COO’s, CTOs, and other decision-makers are seeing an advantage from the rise of big data and faster computing power. The question arises: How can all this great data drive innovation? Being able to harness the power of data through data science can help to accelerate financial, sales, manufacturing, and supply-chain operations; enable a better, more intimate customer experience; or reduce downtime.Enterprises are facing challenges accurately forecasting demand and shipping costs in their supply chain. Inaccurate forecasting can lead to widespread disruptions. By leveraging the latest developments in both time series forecasting and decision optimization, enterprises can better harness the power of their own data and use scalable methods to generate forecasts and plan logistics for a large portfolio of products quickly and more effectively. Predictive and preventative models can be applied to mitigate downtime, offset losses, and enable safer working environments.AI and machine learning also can help drive better, faster products to market. For example, when launching a new product or service, it can be imperative to use data analytics to gain insight into market, demand, and target demographics. In this two-days workshop, attendees will be leveraging a cloud-based analytics platform to execute several labs. Included activities will be accessing and curating data, using automated AI modeling tools, working with supply chain decision optimization systems, and more advanced modeling capabilities.Lab 1: Catalogs & ProjectsYou will play the role of two members of the advanced analytics team: Data Steward and Data Engineer. As the Data Steward your task is to create secure, permissioned access to sensitive data repositories. The Data Engineer will then begin the process of gathering data for analysis. At the conclusion of the lab your project will be primed for the next phase – building pipelines and cleaning data.ObjectivesCreate and populate a Knowledge Catalog with connections and assets Create and configure a Project on Cloud Pak for Data Explore the relationship between Project and Catalog spacesLab 2: Data Engineering – Data RefineryYou set up a Data Catalog to index the assets, and a project to begin working with those assets. In the lab you will continue your role as the Data Engineer by building data pipelines and creating clean data sets for analysis.ObjectivesPrepare a stream output for advanced analytics using Data Refinery.Publish the prepared data to the catalog.Lab 3: Data Science and Machine LearningHaving established the pipeline and prepared a cleansed dataset as a Data Engineer, it is time to switch roles to the Data Scientist and begin analyzing the data. You will use the insights from this analysis to create a data set that can be used to train predictive models. After training the model you will deploy it using the Watson Machine Learning service and configure performance monitoring to ensure that the model accuracy doesn’t decay over time.ObjectivesAnalyze the captured sensor data using open source tools and programming.Create a data asset that can be used to train predictive models.Train, deploy, and monitor the performance of a predictive model.Publish new assets to the catalog.Lab 4: Build a Supply Chain Optimization ApplicationYou will be exploring all the analytical roles that were covered in the past labs. Here, you will implement the entire pipeline of roles and tasks needed to provide a real-world decision optimization solution. The final product is a simple descriptive dashboard to be utilized by the client; in this case, a warehouse owner.From data administrator to UI developer, we will oversee the intake of data from multiple sources, wrangle data for model preparation, run an optimization model notebook, and plug the optimization solution into a dashboard user interface.Objectives Import data from a governed data catalog.Create a prescriptive project to build a decision optimization application.Run a CPLEX Optimization model.Create and run a R Shiny application.
Program
AI & Supply Chain Analytics in Smart Manufacturing
Hands-on Workshop
A Collaboration between OSTIM Technical University and IBM
March 30th & 31st, 2021
Workshop: 4PM – 8PM GMT +3:00 (both days)
Openineremony (Teams Session and OstimTech TV broadcast)
4:00 PM – 4:30 PM: Welcome & IBM/OSTIM Introductions
Introductions -
Prof. Serhan DAĞTAŞ, OstimTech
Dr. Ben AMABA, CTO - IBM
Welcome remarks -
Prof. Murat YÜLEK, Rector, OstimTech
Orhan AYDIN, President, OSTIM Foundation
4:30 PM – 4:45 PM: Case Study – Bringing AI into Reality in Complex Global Supply Chains
Saip Eren YILMAZ, Director of Industry 4.0 Innovation, Stanley Black & Decker, USA
4:45 PM – 5:15 PM: Keynote address:
Dr. Ali Taha KOÇ, Head of Digital Transformation Office, Presidency of the Republic of Turkey
Day 1 Session (WebEx Call)
5:15 PM – 5:30 PM: Registration on the WebEx
5:30 PM –6:00 PM: Introduction of the Workshop & AI / Supply Chain Analytics Presentation
5:30 PM – 8:00 PM: Hands-on Workshops
Day 2 Session (WebEx Call)
4:00 PM – 6:30 PM: Continue hands-on workshop with Breakout sessions
6:30 PM – 7:00 PM: Smart Scheduling System with ML Capabilities
7:00 PM - 7:30 PM: Data-Driven Models for Condition Monitoring and Prognostic Analysis of Complex Systems
7:30 PM – Q&A and Session Close
Organization Committee
Jeff Baetz, Global Industry CTO, IBM
Prof. Dr. Serhan Dağtaş, OSTİM Technical University
Prof. Dr. Demiral Akbar,OSTİM Technical University
Egehan Özkan, Lecturer, OSTİM Technical University
Selim Girayalp, Specialist, OSTİM Technical University
Gülden Aydın, Specialist, OSTİM Technical University
Adnan Eceviş, Specialist, OSTİM Technical University
Sema Çiftçi, Research Asst., OSTİM Technical University
Aybüke Bozkurt, Research Asst., OSTİM Technical University
Publication
Selected papers can be considered for publication at Industrial Policy (www.indpol.org)
Submission
- Papers submitted to the conference should be unpublished work and not submitted for presentation or publication elsewhere.
- It is possible to submit papers not only in English but also in Turkish. It is important to note however that manuscripts not written in English should contain an additional abstract in English.
- Papers should be submitted by email to sepip2022@ostimteknik.edu.tr in MS Office Word format.
- Please provide an abstract of ca. 150 to 200 words. The abstract should not contain any undefined abbreviations or unspecified references.
- Please provide 4 to 6 keywords which can be used for indexing purposes.
- Authors should submit a brief biography with the final version of their accepted paper.
Title Page
- The title page should include:
- The name(s) of the author(s)
- The title of the paper
- The affiliation(s) of the author(s), i.e. institution, (department), city, (state), country
- If address information is provided with the affiliation(s) it will also be published)
- For authors who are (temporarily) unaffiliated with an official institution, we will only present their city and country of residence, not their e-mail address unless specifically requested. However, their emails should still be provided in the title page.
- A clear indication and an active e-mail address of the corresponding author and other authors
- If available, the 16-digit ORCID of the author(s)
Body of the Article
Text Formatting
Manuscripts should be submitted in Word.
- Use 12-point Times Roman for text.
- Use italics for emphasis.
- Use the automatic page numbering function to number the pages.
- Do not use field functions.
- Use tab stops or other commands for indents, not the space bar.
- Use the table function, not spreadsheets, to make tables.
- Use the equation editor or MathType for equations.
- Save your file in docx format (Word 2007 or higher) or doc format (older Word versions).
Headings
Please use no more than three levels of displayed headings.
Abbreviations
Abbreviations should be defined at first mention and used consistently thereafter.
Footnotes
Footnotes can be used to give additional information, which may include the citation of a reference included in the reference list. They should not consist solely of a reference citation, and they should never include the bibliographic details of a reference. They should also not contain any figures or tables.
Footnotes to the text are numbered consecutively; those to tables should be indicated by superscript lower-case letters (or asterisks for significance values and other statistical data). Footnotes to the title or the authors of the article are not given reference symbols.
Always use footnotes instead of endnotes.
Acknowledgments
Acknowledgments of people, grants, funds, etc. should be placed in a separate section on the title page. The names of funding organizations should be written in full.
Reference citations
Cite references in the text by name and year in parentheses. Some examples:
- Negotiation research spans many disciplines (Samuelson 1990).
- This result was later contradicted by Romer and Heshmati (1996).
- This effect has been widely studied (Lee 1991; Hamlin and Jerruti 1974; Allison et al. 2007, 2014a, b).
Reference list
The list of references should only include works that are cited in the text and that have been published or accepted for publication. Personal communications and unpublished works should only be mentioned in the text. Do not use footnotes or endnotes as a substitute for a reference list.
Reference list entries should be alphabetized by the last names of the first author of each work. Order multi-author publications of the same first author alphabetically with respect to second, third, etc. author. Publications of exactly the same author(s) must be ordered chronologically.
- Journal article
Gamelin FX, Baquet G, Berthoin S, Thevenet D, Nourry C, Nottin S, Bosquet L (2009) Effect of high intensity intermittent training on heart rate variability in prepubescent children. Eur J Appl Physiol 105:731-738. https://doi.org/10.1007/s00421-008-0955-8
Ideally, the names of all authors should be provided, but the usage of “et al” in long author lists will also be accepted:
Smith J, Jones M Jr, Houghton L et al (1999) Future of health insurance. N Engl J Med 965:325–329
- Article by DOI
Slifka MK, Whitton JL (2000) Clinical implications of dysregulated cytokine production. J Mol Med. https://doi.org/10.1007/s001090000086
- Book
South J, Blass B (2001) The future of modern genomics. Blackwell, London
- Book chapter
Brown B, Aaron M (2001) The politics of nature. In: Smith J (ed) The rise of modern genomics, 3rd edn. Wiley, New York, pp 230-257
- Online document
Cartwright J (2007) Big stars have weather too. IOP Publishing PhysicsWeb. http://physicsweb.org/articles/news/11/6/16/1. Accessed 26 June 2007
- Dissertation
Trent JW (1975) Experimental acute renal failure. Dissertation, University of California
Always use the standard abbreviation of a journal’s name according to the ISSN List of Title Word Abbreviations, see ISSN LTWA. If you are unsure, please use the full journal title.
For authors using EndNote, Springer provides an output style that supports the formatting of in-text citations and reference list.
EndNote style (Download zip, 3 kB)
Tables
- All tables are to be numbered using Arabic numerals.
- Tables should always be cited in text in consecutive numerical order.
- For each table, please supply a table caption (title) explaining the components of the table.
- Identify any previously published material by giving the original source in the form of a reference at the end of the table caption.
- Footnotes to tables should be indicated by superscript lower-case letters (or asterisks for significance values and other statistical data) and included beneath the table body.
Fee for submission is 50€
Bank Name: Akbank T.A.Ş
Branch Name: OSTİM Sanayi Branch - Ankara / Turkey
€ IBAN No: TR83 0004 6006 0303 6000 1727 43
Call for Papers
->You are invited to submit your scientific papers for SEPIP2022.
->Papers should be written in english, the official language of the event.
->Deadlines
Please, remember the following important dates:
- Abstract & work in progress papers submission deadline: 23 September, 2022. (included)
- Notification of acceptance/rejection: 30 September, 2022.
- Final paper submission deadline: 07 October, 2022 (included)
Guidelines
- Papers submitted to the conference should be unpublished work and not submitted for presentation or publication elsewhere.
- It is possible to submit papers not only in English but also in Turkish. It is important to note however that manuscripts not written in English should contain an additional abstract in English.
- Papers should be submitted by email to sepip2022@ostimteknik.edu.tr in MS Office Word format.
- Please provide an abstract of ca. 150 to 250 words. The abstract should not contain any undefined abbreviations or unspecified references.
- Please provide 4 to 6 keywords which can be used for indexing purposes.
- Authors should submit a brief biography with the final version of their accepted paper.
- SUBMISSION
Contact
Egehan Özkan, Lecturer, OSTİM Technical University
aisca@ostimteknik.edu.tr
Tel: 0(312) 386 10 92 Dahili: 1641
Selim Girayalp, Specialist, OSTİM Technical University
aisca@ostimteknik.edu.tr
Tel: 0(312) 386 10 92 Dahili: 1150