Prateek Navani

Prateek Navani a adăugat un sunet Alte
2026-10-07 06:46:54 -

LLM VRAM requirements: what fits on 8, 16, 24, 48 and 80GB
Have you ever found yourself stuck in this question: "will this model fit on my GPU?". A lot of us have. The honest answer is always "it depends on quantization and context length," which is true but not actually useful when someone just wants to know if their card can run the model they want to try. So here is the practical version. A real, tier-by-tier breakdown of what actually fits on the...

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Prateek Navani a adăugat un sunet Alte
2026-09-23 05:11:47 -

DDoS mitigation provider comparison: capacity, time-to-mitigate, pricing
I have watched more than one team pick a DDoS provider based purely on a big capacity number on a marketing page, only to get genuinely caught out months later by a smaller, faster attack that number was never protected against. Capacity matters, but it is not the whole story, and providers spend a lot of effort making sure that headline figure is the first thing you see. Let me walk through...

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Prateek Navani a adăugat un sunet Alte
2026-09-22 08:02:01 -

Where your cloud storage bill actually goes: storage vs egress vs requests
I have looked at enough cloud bills to know the pattern by now. Someone's storage volume barely changed month to month, but the bill went up anyway, sometimes by a lot. Nine times out of ten, the actual data sitting in storage was never the problem. Cloud storage billing is not one number. It is at least three separate charges stacked together, and most people only ever look at the first...

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Prateek Navani a adăugat un sunet Alte
2026-09-10 05:05:01 -

Cloud GPU pricing in India: a buyer's checklist for AI teams
Cloud GPU pricing in India: a buyer's checklist for AI teams I have watched more than a few Indian AI teams sign up for a GPU cloud provider based on a single number on a pricing page, only to open their first invoice and find it looks nothing like what they expected. This is because the headline rate almost never tells the whole story. Cloud GPU pricing in India has genuinely matured...

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Prateek Navani a adăugat un sunet Alte
2026-09-08 05:09:13 -

The hidden costs of running Kubernetes yourself (and why teams switch to Kubernetes as a service)
Everyone talks about how powerful Kubernetes is. Nobody talks about how much it costs to run it yourself. It costs you in money as well as in time, in people, in failed weekends, and in engineering hours that could have gone toward building your actual product. If your team is managing its own Kubernetes cluster, this article is for you. Because the sticker price of self-managed K8s is...

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Prateek Navani a adăugat un sunet Alte
2026-09-03 05:38:44 -

Is the RTX PRO 6000 worth it for AI and rendering right now
I get asked about this card constantly, usually by someone comparing it to a stack of RTX 5090s or wondering why the price keeps moving every time they check. Both are fair questions, and the answer depends entirely on what you're actually running. Let me walk you through what this card is, why its price has gone a little insane, and when it genuinely earns its cost. Quick answer: the RTX PRO...

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Prateek Navani a adăugat un sunet Alte
2026-08-31 05:32:12 -

Machine learning roadmap: how to start a career in AI/ML
I get some versions of this question a lot. Someone wants to get into machine learning, they open YouTube, and within ten minutes they have watched three different people recommend three completely different starting points. One says start with math. Another says just build projects with ChatGPT and figure it out later. A third jumps straight into transformers and attention mechanisms. No...

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Prateek Navani a adăugat un sunet Alte
2026-08-27 06:15:23 -

Is the RTX PRO 6000 worth it for AI and rendering right now
I get asked about this card constantly, usually by someone comparing it to a stack of RTX 5090s or wondering why the price keeps moving every time they check. Both are fair questions, and the answer depends entirely on what you're actually running. Let me walk you through what this card is, why its price has gone a little insane, and when it genuinely earns its cost. Quick answer: the RTX PRO...

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Vă rugăm să vă autentificați pentru a vă dori, partaja și comenta!
Prateek Navani a adăugat un sunet Alte
2026-08-26 06:40:01 -

What cloud computing actually costs in India in 2026
Every cloud budget I've reviewed starts the same way. Someone pulls up the on-demand pricing page, multiplies it out, and presents that number as the plan. Then the actual bill shows up three months later, and it's nothing like that number. I know most of us have faced this. Let me walk you through what actually drives cloud costs in India this year. Quick answer: on-demand compute pricing is...

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Prateek Navani a adăugat un sunet Alte
2026-08-24 06:12:26 -

CPU vs GPU vs TPU
Someone asks this question almost every week: "Should I just use a GPU for everything?" Well this article will address this question. SO there are three types of processing unit in the market currently and all of them have different use cases. The best example here would be bottles and a glass. Both can be used for drinking water but you cannot carry the glass everywhere. Similarly CPU,...

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Prateek Navani a adăugat un sunet Alte
2026-08-13 09:29:06 -

NVIDIA GPU roadmap explained: from A100 to H200 and beyond
If you have spent any time provisioning AI infrastructure over the last few years, you have watched the ground shift under you more than once. A100. Then H100. Then H200. Now Blackwell and Rubin are showing up in every procurement conversation. It is a lot to track. So here is the roadmap laid out plainly, generation by generation. The context in this will help you when you are the one...

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Prateek Navani a adăugat un sunet Alte
2026-08-10 05:53:35 -

AI hardware costs in 2026: what's driving GPU prices up
If you have priced out a GPU recently, whether for gaming, a workstation, or an AI project, you already know something has changed. Prices are continuously rising. In short: GPU prices are surging in 2026 because massive AI data center demand has triggered a global memory shortage. AI infrastructure absorbs a huge share of high-end memory, including HBM, GDDR6, GDDR7, and DDR5, leaving far...

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