If you are complete beginner or bit programming experience this guide will help you to learn the skills, tools and knowledge required for data science. If you follow this roadmap and consistently committing 3 to 5 hours a day to learning, you will be able to get into data science role in 12 to 20 months.
Essential Skills
- Python (1 – 2 months)
- R programming optionsl
- Git Version Control (1-2 Weeks)
- Data Structures and Algorithms (1-2 months)
- SQL (1-2 months)
- Mathematics and Statistics (2-3 months)
- Data preparation and Visualisation (1-2 months)
- Machine Learning Fundamentals(3-4 months)
- Deep Learning(2-3 months)
- Specialisation Option(2-3 months) – NLP, Computer Vision etc
- Big Data Tools(2-3 months)
Tips for Success
- Stay Consistent
- Practice Regularly
- Join the Community
- Focus on Real-World Applications
Common Mistakes to Avoid
- Trying to learn everything at once
- Skipping the Basics
- Not building Projects
Making your first step and then being consistent is the most important thing . Data scientists were all beginners once and if you put your mind to it working diligently you too become one too.
Get your first bit of python, which will help you get your first step into an awesome data science career !