1 a] What is data science? List and explain skill set required in a data science profile.
Answer:
Data science
Data science is an interconnected field that involves the use of statistical and computational methods to extract insightful information and knowledge from data.
Skill Set Required in a Data Science Profile
- Statistics: Understanding statistical methods is crucial for analyzing data and drawing valid conclusions.
- Machine Learning: Proficiency in machine learning algorithms for building models and predictive analytics.
- Software Engineering: Skills in software engineering are essential for data manipulation, data cleaning, and developing data-driven solutions.
- Data Cleaning: Ability to preprocess and clean data efficiently as raw data is often messy and requires manipulation.
- Exploratory Data Analysis: Proficiency in visualizing data, identifying patterns, and gaining insights through data exploration.
- Domain Expertise: Knowledge in a specific industry or field to contextualize data analysis and make informed decisions.