Perspectives
Latest writing
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Embracing Digital Twins Technology - Key Considerations, Challenges, and Critical Enablers
Digital Twins technology has emerged as a transformative force in various industries, providing a virtual representation of physical systems that uses real-time data to simulate…
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Minimizing GPU RAM and Scaling Model Training Horizontally with Quantization and Distributed Training
Training multibillion-parameter models in machine learning poses significant challenges, particularly concerning GPU memory limitations. A single NVIDIA A100 or H100 GPU, with…
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Types of Transformer-Based Foundation Models
Transformer-based foundation models have revolutionized natural language processing (NLP) and are categorized into three primary types: encoder-only, decoder-only, and…
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Singapore Airlines' Digital Transformation Story
Singapore Airlines (SIA) has embarked on a comprehensive digital transformation journey to maintain its competitive edge and meet the evolving needs of its customers. This…
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First Principle Thinking - A Path to Innovative Problem-Solving
In the realm of problem-solving and innovation, one approach stands out for its ability to strip down complex issues and build solutions from the ground up: first principle…
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The Digital Transformation Success Story of The New York Times
In an era where many legacy media companies have struggled to adapt to digital disruption, The New York Times has emerged as a standout success story. With over 7.6 million…
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The Power of Personas and How Might We Questions in User-Centric Design
During my recent project, two concepts that resonated with me deeply were the creation of personas and the use of "how might we" questions. These concepts proved essential in…
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Why Operational Plans Fail - The Perils of Groupthink and Assumption
I was on a business trip to Vietnam last week, and I had a reflection while visiting my client. In any organization, strategic planning is crucial for success. Imagine a…
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Understanding LoRA - Low-Rank Adaptation for Efficient Machine Learning
In the evolving landscape of machine learning, the quest for more efficient training methods is constant. One such innovation that has gained attention is Low-Rank Adaptation…
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Cluster Linking in Confluent Platform
In today's data-driven world, organizations require robust and scalable solutions to manage their streaming data across different environments. Confluent Platform, built on…
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Beyond Technical Expertise
In today's rapidly evolving professional landscape, the mark of a high-caliber talent extends far beyond technical and functional expertise. These individuals possess a…
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Key Principles to Lead in the Digital Age
In the fast-paced digital age, effective leadership requires a transformative approach that adapts to the evolving landscape. Here, we explore six essential principles that…
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