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COMMENTS

  1. 10 Real-World Data Science Case Studies Worth Reading

    Real-world data science case studies differ significantly from academic examples. While academic exercises often feature clean, well-structured data and simplified scenarios, real-world projects tackle messy, diverse data sources with practical constraints and genuine business objectives. These case studies reflect the complexities data ...

  2. 10 Real World Data Science Case Studies Projects with Example

    A case study in data science is an in-depth analysis of a real-world problem using data-driven approaches. It involves collecting, cleaning, and analyzing data to extract insights and solve challenges, offering practical insights into how data science techniques can address complex issues across various industries.

  3. Data Science Case Studies: Solved and Explained

    1. Solving a Data Science case study means analyzing and solving a problem statement intensively. Solving case studies will help you show unique and amazing data science use cases in your ...

  4. Top 12 Data Science Case Studies: Across Various Industries

    Examples of Data Science Case Studies. Hospitality: Airbnb focuses on growth by analyzing customer voice using data science. Qantas uses predictive analytics to mitigate losses. Healthcare: Novo Nordisk is Driving innovation with NLP. AstraZeneca harnesses data for innovation in medicine. Covid 19: Johnson and Johnson uses data science to fight ...

  5. Data in Action: 7 Data Science Case Studies Worth Reading

    Data science case studies highlight the work done by practitioners, and they can be used to educate new and existing data scientists on how to approach problems. Case studies also help companies determine which type of data science teams they should create and how those teams should be structured. By providing valuable information about what ...

  6. Case Study: Applying a Data Science Process Model to a Real-World

    Through this case study, we demonstrated how data science techniques can be used to develop predictive models to help businesses make informed decisions e.g., in the supply chain. While this case study focuses on demand planning, the process model can be used in various ways, such as for building personalized recommendations on e-commerce ...

  7. Doing Data Science: A Framework and Case Study

    A data science framework has emerged and is presented in the remainder of this article along with a case study to illustrate the steps. This data science framework warrants refining scientific practices around data ethics and data acumen (literacy). A short discussion of these topics concludes the article. 2.

  8. 6 of my favorite case studies in Data Science!

    6 case studies in Data Science. 1. Gramener and Microsoft AI for Earth Help Nisqually River Foundation Augment Fish Identification by 73 Percent Accuracy Through Deep Learning AI Models. The Nisqually River Foundation is a Washington-based nature conservation organization.

  9. Case Studies

    Optimizing deep learning trading bots using state-of-the-art techniques. Let's teach our deep RL agents to make even more money using feature engineering and Bayesian optimization. Adam King. Jun 4, 2019. Discover some of our best data science and machine learning case studies. Your home for data science. A Medium publication sharing concepts ...

  10. Data Science Use Cases Guide

    Data Science Case Studies: Courses. We have come a long way so far and explored in detail numerous applications of data science in different fields. If now you feel inspired to learn more data science use cases based on real-world datasets and to be able to apply your new knowledge and technical skills to solve practical tasks in your own ...

  11. Machine Learning Case-Studies

    Genetic Algorithms + Neural Networks = Best of Both Worlds. Learn how Neural Network training can be accelerated using Genetic Algorithms! Suryansh S. Mar 26, 2018. Real-world case studies on applications of machine learning to solve real problems. Your home for data science. A Medium publication sharing concepts, ideas and codes.

  12. Real World Data Science

    Report an issue. Case studies are a core feature of the Real World Data Science platform. Our case studies are designed to show how data science is used to solve real-world problems in business, public policy and beyond. A good case study will be a source of information, insight and inspiration for each of our target audiences:

  13. Data Science Case Studies: Transforming Businesses and ...

    In the digital age, data science has emerged as a catalyst for innovation, transforming how companies operate, make decisions, and drive growth. Real-world data science case studies provide a ...

  14. Analytics and data science

    Analytics and data science Digital Article. Thomas C. Redman; Mislabeled, missing, or incorrect information creates more work for everyone. ... Technology & Operations Case Study. Michael W ...

  15. Top 8 Data Science Case Studies for Data Science Enthusiasts

    Spotify also uses the info to grow its business by running targeted ads. So, Spotify uses user data, which includes big data and some data from outside the company, to give its users a good ...

  16. PDF Open Case Studies: Statistics and Data Science Education through Real

    offers a new statistical and data science education case study model. This educational resource pro-vides self-contained, multimodal, peer-reviewed, and open-source guides (or case studies) from real-world examples for active experiences of complete data analyses. We developed an educator's guide describing

  17. The case for data science in experimental chemistry: examples and

    With a focus on experimental chemistry, we discuss how data science is changing the way we conduct experiments, using case studies to highlight important developments, and summarize what is ...

  18. Data Science Case Study

    This article is Part 1 of the Data Science Case Study — Credit Default Prediction. The objective of the article is to majorly discuss feature engineering, and how to choose the right metric for model evaluation and classification threshold. Part 2 will be focused on Explainable AI. It will discuss model explainability and how concepts ...

  19. 20+ Data Science Case Study Interview Questions (with Solutions)

    Step 1: Clarify. Clarifying is used to gather more information. More often than not, these case studies are designed to be confusing and vague. There will be unorganized data intentionally supplemented with extraneous or omitted information, so it is the candidate's responsibility to dig deeper, filter out bad information, and fill gaps.

  20. Top 10 Data Science Case Study Interview Questions for 2024

    What is a Data Science Case Study? A data science case study is an in-depth, detailed examination of a particular case (or cases) within a real-world context. A data science case study is a real-world business problem that you would have worked on as a data scientist to build a machine learning or deep learning algorithm and programs to construct an optimal solution to your business problem ...

  21. Top Case Studies in Data Science Interview

    In conclusion, case studies in data science interviews offer candidates the opportunity to showcase their problem-solving skills, analytical abilities, and domain knowledge. By preparing for these case studies and understanding the underlying concepts, candidates can increase their chances of success in data science interviews and contribute ...

  22. Problem Solving as Data Scientist: a Case Study

    So I decomposed the problem further into two steps: Step 1. calculate the purchase likelihood for a customer given the vehicle P (C|V) Step 2. based on the likelihood, attribute a car to the most likely customer in the batch. Now we can further identify the solution for each.

  23. The Data Science Case Study Collection

    So much experience - and the inevitably of related mistakes - should not be lost. Therefore the idea of this book: a collection of data science case studies from past projects. This book includes data science case studies from IoT, financial industry, customer intelligence, social media, cybersecurity, and more.

  24. Data Science Case Study

    A typical SHAP Plot — Image by Author. In Part 1 of Data Science Case Study — Credit Default Prediction, we have talked about feature engineering, model training, model evaluation and classification threshold selection.This article is the continuation of Part 1. If you haven't read Part 1, click here.Part 2 will discuss model explainability and how concepts borrowed from game theory ...

  25. PDF CREATING A MINOR IN APPLIED DATA SCIENCE

    DATA SCIENCE Case Western Reserve University Engages Business Leaders to Produce T-Shaped Professionals. 2 ABOUT BHEF Now in its 38th year, BHEF is the nation's oldest ... This case study examines how BHEF member Case Western Reserve University (Case Western Reserve) is integrating T-shaped skills into a minor in applied

  26. [2405.03099] SketchGPT: Autoregressive Modeling for Sketch Generation

    View PDF HTML (experimental) Abstract: We present SketchGPT, a flexible framework that employs a sequence-to-sequence autoregressive model for sketch generation, and completion, and an interpretation case study for sketch recognition. By mapping complex sketches into simplified sequences of abstract primitives, our approach significantly streamlines the input for autoregressive modeling.

  27. Doing Data Science: A Framework and Case Study

    A data science framework has emerged and is presented in the remainder of this article along with a case study to illustrate the steps. This data science framework warrants refining scientific practices around data ethics and data acumen (literacy). A short discussion of these topics concludes the article. 2.

  28. 2024 AP Exam Dates

    AP African American Studies Exam Pilot: For the 2024 AP Exam administration, only schools that are participating in the 2023-24 AP African American Studies Exam Pilot can order and administer the exam. AP Seminar end-of-course exams are only available to students taking AP Seminar at a school participating in the AP Capstone Diploma Program.