A series of lectures "Data Science for Business and Administration: Learning by doing"

December 7, 2020
We want to share the newest information regarding a series of lectures "Data Science for Business and Administration: Learning by Doing" was held for IT-masters from the Kyrgyz-German Institute of Applied Informatics, by the teacher of the Department of Business Technologies and Entrepreneurship Alexei Lurasov.

This course is practically oriented and divided into 12 different modules (based on business cases and datasets from different industries):

  1. Churn Prediction: Telecommunications;
  2. Customer Segmentation: Retail;
  3. Market Basket Analysis: Grocery store;
  4. Recommendation Engine: E-Commerce;
  5. Credit Risk Assessment: Estimation of Probability of Default;
  6. ClickStream Analysis: E-Commerce;
  7. Demand prediction: Bike Sharing Company & Taxi Demand;
  8. Cybersecurity: Fraud Detection in Credit Card Transactions;
  9. Product Naming for Marketers and Retailers: Outdoor Clothing;
  10. Social Media Analysis: Finding the Influencers and Sentiment Analysis;
  11. Anomaly Detection for Internet of Things: Mechanic Failures Prediction;
  12. Text Mining: Topic Detection for Corporate Forums and Blogs.

To practice Data Science on real business cases, Kirgisian IT master students decided to dive deeper into details of clickstream analysis for online shops. They examined the mass of data from:

  • the hundreds of thousands client web sessions extricated from the initial web log file;
  • the registered shopper’s database;
  • the product database, etc.
The tools for detection of visitor patterns and connections between their actions were developed. Applying data science to e-commerce clickstream data, the online shop can optimize their assortment and service, including targeted product suggestions, temporary advertisements, better web page layout and improved navigation options.
After completing the course students successfully passed KNIME certification to measure their expertise with different data science concepts and skills.
 
Student’s assessment of the course:
I am extremely grateful for the opportunity to take a course on Data Science. The course took place in an intensive mode and in a short time I was able to familiarize myself with a wide range of Data Science methods and algorithms. As a result, I managed to successfully pass the L1 certification “Basic Proficiency in KNIME Analytics Platform”. I would be glad to continue to participate in such master classes.
                                                                                                                                                                                                    Mukanbetov Suiunduk

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Student Memo: Where to park your car or bicycle, eat, and find your classrooms
Student Memo: Where to park your car or bicycle, eat, and find your classrooms
When starting your studies, it is not always clear during the first week where you can park your car or bicycle, which building your seminar will be in, or where you can eat or heat up your own food during breaks. To make settling into the academic year easier, we have prepared this memo. Student Car Parking: Students attending lectures at Saulėtekio al. 11 can park their cars in the lot located on Šatrijos Raganos Street. There is no barrier in this lot. How to find the lot: Driving from Saulėtekio al. – going up the hill past the roundabout and the university buildings. Or entering from Pragiedrulių, Mileišiškių sodų, or other streets onto Šatrijos Raganos Street – going down the hill before the roundabout and the university buildings. Students attending lectures on Plytinės Street can park in the lots located there. Students can enter the gated lot by tapping their activated student ID card at the terminal. Entrance to the lots is from Plytinės Street. Antanas Gustaitis Aviation Institute (AGAI) students, lecturers, and students or staff arriving at "Linkmenų fabrikas" can park in all lots. The barrier opens by tapping an activated student or staff ID card at the terminal. There are no dedicated parking lots for students attending lectures at the Old Town Campus (Trakų rūmai). Canteens and Cafes: Saulėtekis Campus: "Maisto imperija" (Building S2, 1st floor) – weighed food (you can build your own plate) – 1.70 € per 100 g, lunch of the day – 7.50 €, snacks, coffee, and other drinks. You can also heat up your own food here. Working hours: Monday–Thursday: 08:00–16:00; Friday: 08:00–15:00. "ARC BISTRO" (Building S3, 1st floor) – a menu consisting of a multi-course selection and daily lunch at a fixed price (up to 10 €), as well as snacks, coffee, and other drinks. Working hours: Monday–Friday: 11:00–15:00. Plytinė Campus (P2, 1st floor): "Confetti" – a menu consisting of a multi-course selection and daily lunch at a fixed price (up to 10 €), as well as snacks, coffee, and other drinks. You can also heat up your own food here. Working hours: Monday–Thursday: 09:00–16:00; Friday: 09:00–15:00. Old Town Campus (Senamiesčio rūmai): "Confetti" (Islandijos str. 3) – a menu consisting of a multi-course selection and daily lunch at a fixed price (up to 10 €), as well as snacks, coffee, and other drinks. Working hours: Monday–Friday: 07:45–15:00. Places where you can heat your own food in microwaves: When using microwaves, please maintain cleanliness, follow safety rules, and respect others: do not put in or heat items with shiny surfaces (e.g., cutlery, aluminum foil, etc.), do not slam the doors or other surfaces, wipe or clean the inside of the microwave or other surfaces (including the kitchenette) if needed, do not cut in line, and do not stop someone else's food from heating without permission, etc. Saulėtekis Campus: In the "Maisto imperija" canteen (Building S2, 1st floor), as well as in the Sustainability Centre (Building S5), and the 5th and 6th-floor kitchenettes in Building S6. Plytinė Campus: In the "Confetti" cafe (Building P2, 1st floor). Old Town Campus: In the Faculty of Architecture's 2nd and 3rd-floor kitchenettes (at the end of the corridor). AGAI: In the 2nd-floor kitchenette of the old building (near the Dean's office). It is planned that microwaves will also be available in the new building in the future. Linkmenų Campus: In the 2nd-floor kitchenette at "Linkmenų fabrikas". Library: Room 119, 1st floor. You can also make tea/coffee here. Places to leave your bicycle: Saulėtekis Campus: At special bike racks near the entrance to Building S2, and in the Central Building parking lot. Plytinė Campus: In the two designated bicycle shelters in the courtyard between buildings P1 and P2. Old Town Campus: At special bike racks near the entrances to each building. AGAI and Linkmenų Campus: At special bike racks near both departments. Library: At special bike racks near the entrance. Department/Building Abbreviations: Saulėtekis Campus (Saulėtekio al. 11, Vilnius): S1 Central Building (Administration, International Studies Centre, International Relations Office, etc.) S2 Classroom Building S3 Educational Building (Faculty of Civil Engineering, Faculty of Business Management) S4 Classroom Building (Faculty of Environmental Engineering, Sustainability Centre, Food Laboratory) S5 Educational Building (Faculty of Environmental Engineering, Sustainability Centre, Food Laboratory) S6 Laboratory Building (Faculty of Fundamental Sciences, Information Technology and Systems Centre, Academic Support Centre, etc.) S7 Laboratory Building Plytinė Campus (Plytinės str. 25, Vilnius): P1 or P Laboratory Building P2 Educational Building (Faculty of Electronics, Faculty of Mechanics, Faculty of Transport Engineering) P3 Educational Building Linkmenų Campus (Linkmenų str. 28, Vilnius): L1 Building (Institute of Building Materials) L2 Building (Road Research Institute) L3 Building L4 Building L5 Educational Building (Linkmenų fabrikas) L6 Educational Building (Antanas Gustaitis Aviation Institute) Old Town Campus (Trakų str. 1, Vilnius): T1 or T Educational Building (Faculty of Architecture) T2 Educational Building (Faculty of Creative Industries) T3 Educational Building T4 Educational Building T5 Educational Building Old abbreviations that might still appear in some contacts: SNR – Senamiesčio rūmai (Old Town Campus) SRK-I – Saulėtekio rūmų pirmas korpusas (Saulėtekis Campus First Building) SRK-II – Saulėtekio rūmų antras korpusas (Saulėtekis Campus Second Building) SRL – Saulėtekio rūmų laboratorinis korpusas (Saulėtekis Campus Laboratory Building) SRL-II – Saulėtekio rūmų antras laboratorinis korpusas (Saulėtekis Campus Second Laboratory Building) MAC – Saulėtekio centriniai rūmai (Saulėtekis Central Building) AGAI TLK – Antano Gustaičio Aviacijos instituto Treniruoklių ir laboratorijų korpusas (Antanas Gustaitis Aviation Institute Simulator and Laboratory Building). Other Addresses: Kyviškės Airfield: Lakūnų str. 7D, Kyviškės Sports and Art Centre: Saulėtekio al. 28, Vilnius Library: Saulėtekio al. 14, Vilnius Lithuanian Maritime Academy: I. Kanto str. 7, Klaipėda. Thematic Reading Rooms in Faculties: Architecture and Creative Sciences Reading Room (Trakų str. 1, T1, 1.15, Vilnius) Technology and Management Sciences Reading Room (Saulėtekio al. 11, S1, C03, Vilnius) Mechanics, Electronics, and Transport Sciences Reading Room (Plytinės str. 25, P2, 179, Vilnius) Maritime Sciences Reading Room (I. Kanto str. 7, Klaipėda)
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