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%.
Did you know ?
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
?
MathsStatisticsBusiness Databases
Programming
data science
Maths + Statistics
Business
Databases + Programming