Socio-Economic Benefits of Machine Learning Deployment Platforms in Business: A Case Study of Baseten and Similar Models
Shivang Raval; Rushil Shah1
1
Publication Date:
2024/11/19
Abstract:
ML deployment platforms have transformed
the adoption of AI in business by reducing the technical
barriers and costs associated with building and deploying
AI models. Among these are Baseten, Bananas.dev,
Stagelight AI, Replicate, and Modal Labs, to name a few
accessible solutions that work for businesses ranging from
startups to large enterprises. This paper discusses the
socio-economic benefits of these platforms, especially their
business efficiency, scalability, transformation in the
workforce, and growth of the economy. In comparative
analysis, we will examine each unique feature of these
platforms, such as how easy they are to use, how easily they
can be customized, and their scalability, which allows us to
make some observations regarding their applicability to
specific businesses. Utilising comparative analysis,
performance benchmarking, and case study support
empirical evaluation of their peculiarities and demonstrate
their cross sectoral relevance.
Keywords:
Machine Learning, AI Platforms, Baseten, Deployment Platforms, Business Efficiency, Economic Growth, SMEs.
DOI:
https://doi.org/10.38124/ijisrt/IJISRT24OCT1856
PDF:
https://ijirst.demo4.arinfotech.co/assets/upload/files/IJISRT24OCT1856.pdf
REFERENCES
- PwC, "Global Artificial Intelligence Study: Sizing the Prize," 2023.
- Deloitte, "State of AI in the Enterprise, 7th Edition," 2023.
- Gartner, "Market Guide for AI Implementation in SMEs," 2023.
- McKinsey & Company, "The State of AI in Manufacturing," 2023.
- World Economic Forum, "The Future of Jobs Report," 2023.
- E. Brynjolfsson and A. McAfee, Machine Platform Crowd, W.W. Norton & Company, 2023.
- IDC, "Worldwide Artificial Intelligence Spending Guide," 2023.
- Forbes Technology Council, "AI Implementation Trends in SMEs," 2023.
- Baseten, "Low-Code Machine Learning Deployment," Baseten, 2023. [Online]. Available: https://www.baseten.co/
- Bananas.dev, "API-Driven Machine Learning Deployments," Bananas.dev, 2023. [Online]. Available: https://bananas.dev/
- Stagelight AI, "AI for Healthcare and Finance: Industry-Specific Solutions," Stagelight AI, 2023. [Online]. Available: https://stagelight.ai/
- Replicate, "Full-Control Machine Learning Deployment," Replicate, 2023. [Online]. Available: https://replicate.com/
- Modal Labs, "Customizable ML Workflows for Enterprises," Modal Labs, 2023. [Online]. Available: https://modal.com/