Notes on the Fundamentals of Data Analytics / Science (R_DAP)
14 views 0 purchase
Course
Data Analytics and Privacy (R_DAP)
Institution
Vrije Universiteit Amsterdam (VU)
Introduction to data analytics and science. How do we analyse data? What are data science projects? What is big data? What are the problems of big data?
Introduction
Data analysis is a process of inspecting, cleansing,
transforming, and modelling data with the goal of discovering
useful info, informing conclusions, and supporting decisions
making.
Data science is an interdisciplinary field that uses scientific
methods, processes, algorithms, and systems to extract
knowledge and insight from many structural and unstructured
data. In this sense, data science becomes a specific part of
data analysis.
For this course, processing data (data analytics) relates to data-
related tasks, from collection, preparation, analysis and
visualisation to curation and storage. Examples include Movie
Recommendation System, Customer Segmentation, Sentiment
Analysis Model, and Credit Card Fraud Detection.
Data analysis consists of four things:
1. Descriptive – What happened? I.e., check the data to
understand what is in the data.
2. Diagnostic – Why did it happen? Whatever we can
understand from the data leads us to getting some insight
from the data.
3. Predictive – What will happen next? Use the data to make
predictions for the future.
4. Prescriptive – How can we make it happen?
How do we analyse data?
Clustering – The data starts off without much info, for
example, clients. The goal of clustering is to group the
data, for example, grouping clients with similar
behaviours.
Classification – This occurs when we already know
something about the data, for example, people who tend
to spend more, or less. With these two groups, new data is
then classified into each group.
The benefits of buying summaries with Stuvia:
Guaranteed quality through customer reviews
Stuvia customers have reviewed more than 700,000 summaries. This how you know that you are buying the best documents.
Quick and easy check-out
You can quickly pay through credit card or Stuvia-credit for the summaries. There is no membership needed.
Focus on what matters
Your fellow students write the study notes themselves, which is why the documents are always reliable and up-to-date. This ensures you quickly get to the core!
Frequently asked questions
What do I get when I buy this document?
You get a PDF, available immediately after your purchase. The purchased document is accessible anytime, anywhere and indefinitely through your profile.
Satisfaction guarantee: how does it work?
Our satisfaction guarantee ensures that you always find a study document that suits you well. You fill out a form, and our customer service team takes care of the rest.
Who am I buying these notes from?
Stuvia is a marketplace, so you are not buying this document from us, but from seller emilyknight. Stuvia facilitates payment to the seller.
Will I be stuck with a subscription?
No, you only buy these notes for $3.75. You're not tied to anything after your purchase.