Conclusion
In this chapter, we will summarize what we have learned throughout our journey with synthetic data. We will highlight again the main problems with real-data-based ML solutions. Then, we will recap the benefits of synthetic data-based solutions, challenges, and limitations. Finally, we will highlight some interesting future perspectives.
In this chapter, we will cover the following main topics:
- Real data and its problems
- Synthetic data as a solution
- Real-world case studies
- Challenges and limitations
- Future perspectives