Sustainable AI for Developers: Strategies, Techniques, and Best Practices
Sustainable AI for Developers: Strategies, Techniques, and Best Practices
.MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 1h 19m | 225 MB
Instructor: Fawad Qureshi
.MP4, AVC, 1280x720, 30 fps | English, AAC, 2 Ch | 1h 19m | 225 MB
Instructor: Fawad Qureshi
AI has moved from curiosity to a necessity. It is no longer a side hustle of IT departments within organizations—it’s a board-level agenda. This means AI will become ubiquitous in all walks of life. When discussing aspects of responsible AI, the environmental impact of AI proliferation must be considered.
This comprehensive course explores design approaches to AI that balance environmental impact, innovation, and profitability. Instructor Fawad Qureshi delves into the concept of sustainable AI, exploring its significance and impact. Gain insights into the background and recent developments in this field, particularly with the rise of generative AI. The course provides a holistic understanding of AI's environmental footprint, emphasizing the importance of optimizing resource consumption and adopting sustainable practices. Following these best practices will not only save energy consumption but also reduce your AI expenses.
Learning objectives
- Understand the core concepts and principles of sustainable AI, its expansion from responsible AI, and its increasing relevance in the era of generative AI.
- Analyze the investment trends and adoption rates of AI across various industries, highlighting the urgency of addressing sustainability concerns.
- Examine the environmental impact of AI systems, including energy consumption, hardware requirements, and the consequences of resource overcompensation.
- Explore the fundamentals of AI, machine learning, deep learning, computer vision, natural language processing, large language models, blockchain, and GeoAI.
- Assess the data flow and resource utilization within AI systems, identifying bottlenecks and opportunities for optimization.
- Implement strategies and techniques for reducing resource consumption.
- Evaluate scenarios and contexts where AI technologies are most beneficial.
Sustainable AI for Developers: Strategies, Techniques, and Best Practices
