If you are curious about AI development and have a basic understanding of computer science, this Book is a must-read.
https://mlsysbook.ai/
It simplifies the entire process of creating machine learning (ML) systems for deployment, covering key phases such as data collection, model design, optimization, acceleration, security, and integration; all from a systems-oriented perspective.
This book covers:
- Explain core concepts and their relevance to AI systems.
- Describe the fundamental components and architecture of AI systems.
- Design and implement training processes for AI models across different systems.
- Apply optimization techniques to improve AI model performance and efficiency.
- Analyze real-world AI applications and their implementation strategies.
- Evaluate current challenges in AI systems and predict future trends in the field.
- Develop a complete machine learning-enabled project, from conception to deployment.
- Troubleshoot common issues in AI model training and deployment.
- Critically assess the ethical implications and societal impacts of AI systems.
https://mlsysbook.ai/