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Strategic AI Integration: A CTO’s Approach to Future-Proofing the Business
The Chief Technology Officer (CTO) should play a pivotal role in overseeing and guiding the transition effectively when companies are migrating to AI. Unfortunately, from my experience, either CTOs were not technically skilled enough or did not get the full support from the CEO. I have a few key considerations and areas of focus when…
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Revolutionizing Strategy: Conceptual Framework of Data-Driven Decision-Making in the Large Language…
The emergence of big data and advanced analytics has profoundly transformed decision-making processes across industries, introducing a new paradigm known as data-driven decision-making (DDDM). Many companies have asked me about integrating LLMs with their existing data-driven services. I usually recommend that they start by focusing on the conceptual framework of DDDM, which encompasses various components,…
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Data-Driven Evolution: Navigating the Journey from Skepticism to Hyperbole
Twelve years ago, I pioneered the first Big Data Engineering graduate program in Asia and simultaneously launched my big data consulting company. With over a decade of experience in the data domain, I have witnessed a remarkable one-hundred-eighty-degree shift in opinions from data-driven is a hoax to data-driven is a miracle. Data-driven is a hoax 1.…
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Promoting Green AI as a CTO
The wasted resources on chasing rabbits, which is the exploration of data analytics, are no longer acceptable practices for promoting sustainability. Companies are focusing more on helping reduce carbon released through better innovation. For example, NVIDIA is working on a water-cooling GPU. Google Cloud and AWS are focusing on net zero. While the data-driven organization…
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Aligning business strategy and data strategy can be challenging.
Scott Adams, www.dilbert.com As a technical advisor, one of the most frustrating experiences is convincing business leaders to align business and technical strategies. I have been helping small, medium, and large companies with modern data systems and strategies in Thailand for over six years. I have yet to find one company that already aligned its…
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Green Machine Learning Infrastructure: Should there be one, and what can we do to promote one?
I read many articles on sustainable computing, green data center, and even green software, but I have yet to come across many discussions on green machine learning infrastructure. Green Machine Learning Regular machine learning practices utilize a large number of data for training and learning, where most of the training and learning are done in a…
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Managing the Difficulties of Starting Data Analytics Capabilities for Small to Medium Companies?
Every company wants to get on the Data Analytics gravy train. Every company wants to have its data analytics team. Fear of Analytics Missing Out, FOAMO, plays a considerable part in driving this frenzy. Big companies spend a ton on building data teams. This hiring frenzy drove up the demand and salary for data personnel,…
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Building data products using the five stages of the product life cycle
Building data products involves using data to create products or services that solve a specific problem or meet a particular need. The concept was developed by German economist Theodore Levitt, who published his Product Life Cycle model in the Harvard Business Review in 1965. In this sense, we can utilize the five product life cycle…
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Don’t be a Mess with the Data Mesh
https://www.infoworld.com/article/3402260/what-is-a-service-mesh-easier-container-networking.html Data mesh is one of the hottest data management concepts in recent years, and many companies in Thailand have shown great interest in implementing the concept. While companies such as Google and Databricks are on board the data mesh, they do not offer any turned-key solutions or commercial products. The most recent article on…
Alex.Worapol.Pongpech 