How Auto Machine Learning (AutoML) Can Empower SMEs to Leverage AI
Keywords:
Machine Learning, AutoML, SMEsAbstract
Small and Medium-sized Enterprises (SMEs) often struggle to adopt advanced technologies like Artificial Intelligence (AI) due to limited resources, expertise, and budgets. However, Automated Machine Learning (AutoML) is changing the game by making AI accessible to businesses without requiring deep technical knowledge. In this Article We examine real-world use cases across industries, highlight leading AutoML platforms, and provide actionable steps for SMEs to integrate AI into their operations efficiently.
Downloads
References
[1]
ML.NET Documentation, Microsoft Docs [Online]. Available: https://learn.microsoft.com/en-us/dotnet/machine-learning/
[2]
Karmaker (“Santu”), S. K., Hassan, M. M., Smith, M. J., Xu, L., Zhai, C., & Veeramachaneni, K. (2021). AutoML to Date and Beyond: Challenges and Opportunities.
[3]
He, X., Zhao, K., & Chu, X. (2021). AutoML: A survey of the state-of-the-art.
[4]
ML.NET Model Builder Guide, Microsoft Learn, 2023. [Online]. Available: https://learn.microsoft.com/en-us/dotnet/machine-learning/automate-training-with-model-builder
[5]
AutoML in ML.NET: Automated Machine Learning, Microsoft Research, 2021. [Online]. Available: https://dotnet.microsoft.com/en-us/apps/machinelearning-ai/ml-dotnet
