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Page 1: How to hire a data scientist link 1 · 2019-08-23 · How to hire a data scientist What skills should an ideal data scientist possess? What is data science? What does an organization

How to hirea data scientist

What skills should an ideal data scientist possess?

What is data science?

What does an organization wish to achieve with data science?

A quality candidate often receives 3 or

hiring is commonly below 50%.

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ProgrammingClassification and regressionSupervised learning & unsupervised learningClustering algorithms (specific to data science) Decision trees and random forest classifiersNaive Bayes algorithmBoosting and bagging

Binary, multiclass & multi-label classificationNeural networks

Solveoptimization problems

Provide recommendations

Provide business intelligence

A combination of the above

What are the job parameters for a data scientist?

How to assess

Understand the data science project lifecycle

Find out more - http://bit.ly/2OlopT5

Statistics and linear algebra

Machine learning

Data mining

Optimization

Collecting data

Analyzing data

Use big data technologies

Create pipelines that feedmachine learning algorithms

Handling & cleaning data

Visualize data

Mine raw data

Technical skills

Making inferences from data

Researchers

Math/statisticsTechnical skills Relational databasesSQL

Engineer

CodingData tools

Technical SkillsBuilding ML model

Formal problem specification

Identificationof data needs

Methodology selection

Proof of concept

Validation and experimentation

Produciton releases

Maintenance

Iteration

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MathsStatisticsBusiness Databases

Programming

data science

Maths + Statistics

Business

Databases + Programming

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