Machine learning is by definition a black box. Nonlinear statistical models with huge numbers of parameters to be estimated.

Not all machine learning. Neural networks.

Explainability towards users is essential if there is any sort of responsibility for what the model produces.

But explainability at a deeper level is also critical towards developers, to close the feedback loop and iterate towards better models.

Facebook is building a 480 Tbps subsea cable connecting Spain to South Caroline. Some of the capacity in the form of fibre pairs and spectrum will be sold to carriers in the wholesale market. It is a 24 pair system using the latest and greatest spatial division multiplexing technology. Traditional coherent optics technology is limited to 6 or 8 pairs max.

No, Facebook is building a cable from the East Coast to South Africa and then from South Africa to India and forward to Australia. The final leg is to the US. What Tagare did is take the W shaped network and add branching units. Those branching units have not been confirmed by my contacts. The general shape of the network has been confirmed.

Sorry, yes, was referring specifically to the Sunil Tagare version.

Actually the RTD ranges from 58.9 ms to close 80 milliseconds depending on the cable. That is assuming the end points are Secaucus NY4 and Slough LD4. Those re data centers.

AI data centers are not latency sensitive because their purpose is model estimation, not service delivery.

But they still need fibre optic connnections to move immense amounts of data.

They are private assets. And really it is impossible to protect them. How do you protect 1.5 million kilometers of spaghetti?

And far less bandwidth. Microwave is used for ultr-low latency trading. But most financials ride subsea cables like everyone else.

Maintenance and repair is third party. Subcom, Alcatel, etc.

It is about expense. It is cheaper to own than to rent if your traffic is great enough. And ownership provides control and better management.

I think that cable was SWM5. It ended up 15 kilometers from the original burial trench. This is why deep burial is recommended, but adds expense.