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AI Factories Are Not Enough Anymore.

It’s Time to Architect Value, Not Just Models

The rise of Generative AI has rendered the old AI Factory model obsolete, shifting the focus from mass-producing algorithms to architecting unique, high-value business solutions. This new paradigm introduces the AI Value Architect, a strategic partner who orchestrates an Intelligence Trifecta of specialized roles: the Data Flow Architect, AI Behavior Architect, and AI Product Engineer. Working in a continuous, dynamic cycle, these roles collaborate to transform business processes and deliver a quantifiable return on intelligence.

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Data strategy : helping developpers with AI

Developers and many technical jobs write code for a living. Can you help a developer with Artificial intelligence ? Spending a fair amount of time, conceiving and writing code, I keep falling on the same time-consuming task : debugging and correct typo-like mistakes. Even after close to a decade of code writing, I still keep having these silly tiny mistakes that keep on slowing me down in the development process every once in a while. Read more
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What is deep-learning?

A kid-friendly answer

Photo by Vlad Tchompalov on Unsplash Deep-learning and many cases of artificial intelligence are all about neural networks, what are they? how do they work? What are neural networks? Neural networks are special computer programs. They can learn and tell apart things they have seen before. For example, we know when we see an animal that it is a dog because we have seen many dogs before. Neural networks work in a similar manner. They were created to copy the way our heads work. Read more
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Kaggle competition : pseudo-labelling efficiency in regression tasks

I needed some training on regression problems for a project. I luckily found out that the Kaggle Mercedes Benz competition; which aims at the development of a model that predicts how long a car in the manufacturing process stays on the test bench; just had started. I am starting to get a much better grasp on models and how they work one by one. Having in mind to learn new approaches and tricks I tried several published kernels and among them one from Hakeem which showed to me one new way on how to stack models and go beyond : Read more

February 16, 2016

Markdown for flexible reporting

Transparency, multiple devices, multiple operating systems, paper/electronic,… when we write documents, we often need to adjust to different constrains. This is the reason why I think that the dissociation between the information and the presentation of the said information is an important step that allows you on the long run to become more efficient. This is clearly has no immediate benefit, but on the long I really started to see the advantage. Read more

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