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/

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