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If you’re learning backend with Spring Boot, don’t stress about not knowing enough. What matters most is building small, real projects that show you understand REST, security, and clean architecture. Three or four solid apps with clear docs can already make a strong portfolio. Daily practice gets you job-ready faster than you think.
#SpringBoot #BackendDev #CareerGrowth
When two models share the same accuracy but differ in confidence, choosing the overconfident one can be risky. Modern neural networks often output inflated probabilities, making decisions unreliable. Calibration reveals whether a model’s confidence matches real outcomes. If probabilities matter and both models perform equally, the better calibrated model is the safer choice.
#ai #MachineLearning
Our app isn't perfect, but it serves a purpose. We just need more people to join in and make it better.
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Get productive faster. Analyze the competition, extract key statistics, distinguish between B2B and B2C, and create an AI-powered analysis document (using ChatGPT o1, Perplexity, and search models). Then, iterate with o1 to define MVP features, target users, pricing, and offers, and deliver a refined product draft. This is how you start working on a viable solution.
How is it possible that passing a technical interview is so difficult and such a headache???? 😡
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I need to understand in depth what SSR is and exactly what it's used for. Can someone help me?
Posting on Product Hunt often feels like a waste of time because real users report low click-through rates, almost no feedback, and a launch flooded by bots or uninterested voters. Many say visibility is dominated by big communities or paid networks, so small projects get buried fast. The traffic spike rarely converts into real users, making the effort feel pointless.
OMG! For those who want to learn about SEO tools, I think this video is well worth watching.

Escape the noise. Join a focused Circle to code, study, and build together. Real collaboration starts here.
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