Data science is a multi-faceted role. There is no one-size-fits-all approach to learning data science. Having said that, there are a few core skills you will need to pick up to make a successful career transition to data science.
Here are the key skills you would need:
- Programming Language
- Statistics
- Machine learning concepts
- Structured thinking
- Ability to work with Databases
- Communication skills
Apart from these core skills, there are other skills you should be aware of, such as:
- Deep Learning concepts
- Big Data
- Software Engineering
- Model Deployment
The role of a data scientist requires good quantitative skills as well. So if you are coming from a non-quant background make sure to strengthen your quant skills!
The 14 Must-Have Data Science Skills
- Fundamentals of Data Science
- Statistics
- Programming knowledge
- Data Manipulation and Analysis
- Data Visualization
- Machine Learning
- Deep Learning
- Big Data
- Software Engineering
- Model Deployment
- Communication Skills
- Storytelling Skills
- Structured Thinking
- Curiosity