Limitations of Data Science Quiz

Predicting real estate prices, classifying bank transactions, determining loan applicant risk factors

Creating customer groups, grouping inventory, pinpointing associations in customer data

Teaching cars to park autonomously, controlling traffic lights to reduce traffic

<p>Deep learning studies neural networks</p> Signup and view all the answers

<p>Structured data is organized, unstructured data includes images and audio recordings</p> Signup and view all the answers

<p>Analyzing unstructured data is challenging due to its lack of organization and complexity</p> Signup and view all the answers

<p>Task solvability challenges, technical understanding issues, project failures, deployment problems.</p> Signup and view all the answers

<p>Machine learning studies algorithms that learn tasks without specific instructions based on data patterns.</p> Signup and view all the answers

<p>Face detection and recognition, credit scoring models.</p> Signup and view all the answers

<p>Supervised learning (e.g., spam email detection), Unsupervised learning (e.g., market segmentation), Reinforcement learning (e.g., game playing).</p> Signup and view all the answers

<p>Task may be unsolvable, lack of technical understanding, project failures, issues after deployment.</p> Signup and view all the answers

<p>Spam email detection.</p> Signup and view all the answers

<p>Business Intelligence (BI) refers to evidence/fact-based managerial decision making.</p> Signup and view all the answers

<p>A Data Warehouse (DW) is a pool of data produced to support decision making.</p> Signup and view all the answers

<p>A data warehouse is a subject-oriented, integrated, time-variant (time series), nonvolatile collection of data.</p> Signup and view all the answers

<p>ERP, Legacy, POS, Other OLTP/Web, External Data</p> Signup and view all the answers

<ul> <li>Predictive (what will happen?→ projection of future events) - Prescriptive (what should I do?→ best possible business decision)</li> </ul> Signup and view all the answers

<p>Business understanding - What does the business need?</p> Signup and view all the answers

<p>Creating datamarts, building complex database queries, visualizing data, and deriving insights.</p> Signup and view all the answers

<p>Push communication sends information without recipients' request, while pull communication sends information at recipients' request.</p> Signup and view all the answers

<ol> <li>Determine if a meeting can be avoided</li> <li>Define the purpose and outcome</li> <li>Identify attendees</li> <li>Provide an agenda</li> <li>Prepare handouts and visual aids</li> <li>Set ground rules and run the meeting professionally.</li> </ol> Signup and view all the answers

<p>Creating models, performing statistical analysis, and applying existing algorithms.</p> Signup and view all the answers

<p>Machine learning engineer applies existing algorithms, while research scientist creates new state-of-the-art models.</p> Signup and view all the answers

<p>When the reusable component has wider application potential or when there is a demand for the component in the market.</p> Signup and view all the answers

<p>Handling data preparation and processing.</p> Signup and view all the answers

<p>When the project involves research and creation of new state-of-the-art models.</p> Signup and view all the answers

<p>Yes.</p> Signup and view all the answers