Mohammed Osman @smarter_code_io

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613
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Andrej Karpathy @karpathy

a year ago

We have to take the LLMs to school. When you open any textbook, you'll see three major types of information: 1. Background information / exposition. The meat of the textbook that explains concepts. As you attend over it, your brain is training on that data. This is equivalent to pretraining, where the model is reading the internet and accumulating background knowledge. 2. Worked problems with solutions. These are concrete examples of how an expert solves problems. They are demonstrations to be imitated. This is equivalent to supervised finetuning, where the model is finetuning on "ideal responses" for an Assistant, written by humans. 3. Practice problems. These are prompts to the student, usually without the solution, but always with the final answer. There are usually many, many of these at the end of each chapter. They are prompting the student to learn by trial & error - they have to try a bunch of stuff to get to the right answer. This is equivalent to reinforcement learning. We've subjected LLMs to a ton of 1 and 2, but 3 is a nascent, emerging frontier. When we're creating datasets for LLMs, it's no different from writing textbooks for them, with these 3 types of data. They have to read, and they have to practice.

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Alex Xu @alexxubyte

2 years ago

The world of computer memory and storage.

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Mohammed Osman @smarter_code_io

2 years ago

@EGYPTAIR @EGYPTAIR_Online @EGYPTAIR You are not taking your passengers seriously! You asked me in the DM to email the same email which I emailed 8 days ago without a response, and now you want to deflect the issue by asking the same?!

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Mohammed Osman @smarter_code_io

2 years ago

@EGYPTAIR I responded, let us see if you keep your promises this time @EGYPTAIR_Online @EGYPTAIR

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Sudanese Echo @SudaneseEcho

2 years ago

In a statement to Sudanese Echo, the official spokesman of the Sudanese Armed Forces said: The Sudanese Armed Forces have always abided by the international laws and the laws of armed conflicts, therefore we do not prosecute civilians anywhere. The claims made by Taqadum politicians that SAF is targeting civilians in Bahry is categorically false. These politicians have kept a blind eye on the continuous violations committed against Sudanese people by their confederate, the RSF (janjaweed) militia. October 2, 2024 #Sudan #EchoesOfTruth

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Mohammed Osman @smarter_code_io

2 years ago

@ahmadyusufals جزاك الله خير الجزاء

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Mohammed Osman @smarter_code_io

2 years ago

amazingcv.net/tools/free-cv-…

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Mohammed Osman @smarter_code_io

2 years ago

Technology can save time and money. At Amazing CV, we used to charge $5 for CV feedback. We developed an AI tool that now takes less than 1 minute to review the CV, costing us less than 5 cents in AI costs! Check it out in action. Link in the thread.

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Microsoft Developer @msdev

2 years ago

We’re introducing the Windows Copilot Runtime to make Windows the best platform to build and run your AI applications. #MSBuild

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˚✧Mais✧༚ @pr_Mais

2 years ago

I receive such comments and I often choose to ignore, won’t waste my energy on this, but I will reply this time. I choose how I wear, I’m proud of who I am, a muslim woman, fully hijabi, a software engineer and an active community contributor. Such comments only make me feel empathy towards such people for how much their minds are narrow.

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Mohammed Osman @smarter_code_io

2 years ago

link.smartercode.io/xrw7M

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Mohammed Osman @smarter_code_io

2 years ago

10. Creating excessively long CVs (we saw CVs that are more than seven pages!), which can tire out and frustrate the recruiter. If you want to take your CV to the next level, we are here to help. Our service details are mentioned below!

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Mohammed Osman @smarter_code_io

2 years ago

At Amazing CV, we have rewritten over 200 CVs and identified the top 10 mistakes that job seekers commonly make while crafting their CVs. These are: 1. Omitting a clear skills section, which makes it challenging for the recruiter to quickly assess your strengths.

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Mohammed Osman @smarter_code_io

3 years ago

@unclebobmartin Garbage in garbage out!

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Mohammed Osman @smarter_code_io

3 years ago

Want to become a better writer? Start by reading more!

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Mohammed Osman @smarter_code_io

3 years ago

Creating value starts with hard skills. But don't forget the soft skills - they're your multipliers! - Writing - Teaching - Marketing - Other soft skills Investing in these will increase your returns!