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title: "Discussion on \"Spending money on GPU's was my best investment \" | Hashnode"
description: "Discussion on \"Spending money on GPU's was my best investment \". The best investment I made wasn't in stocks, crypto, or day trading.It was spending money on GPUs to learn how LLMs work  \nHave you ever tried deploying an model yourself?Not just used an API.  \nI mea"
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---

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# [Spending money on GPU's was my best investment](https://gurugen.in/spending-money-on-gpu-s-was-my-best-investment?utm_source=hashnode&utm_medium=feed)

The best investment I made wasn't in stocks, crypto, or day trading.It was spending money on GPUs to learn how LLMs work Have you ever tried deploying an model yourself?Not just used an API. I mea

Jun 8 · 3 min read · gurugen.in  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#gpu](https://hashnode.com/tag/gpu)
-   [#llm](https://hashnode.com/tag/llm)
-   [#inference](https://hashnode.com/tag/inference)

## Written by

[GuruGen](https://hashnode.com/@vikrantkhedkar)

@vikrantkhedkar

  
[View profile](https://hashnode.com/@vikrantkhedkar)

AI and Tech

Hi, I'm Vikrant, a passionate software developer with a strong belief in the power of teamwork, empathy, and getting things done. With a background in building scalable and efficient backend systems, I've had the privilege of working with a range of technologies that excite me - from Express.js, Flask, and Django to React, PostGres, and MongoDB Atlas. My experience with Azure has given me a solid understanding of cloud infrastructure, and I've had a blast building and deploying applications that make a real impact. But what really gets me going is exploring the frontiers of AI and machine learning. I've had the opportunity to work on some amazing projects, including building advanced RAG applications, fine-tuning models like Phi2 on custom data, and even dabbling in web3 and Ethereum. For me, it's not just about writing code - it's about understanding the people and problems I'm trying to solve. I believe that empathy is the unsung hero of software development, and I strive to bring a human touch to everything I do. Whether it's collaborating with colleagues, communicating with clients, or simply trying to make sense of complex technical concepts, I'm always looking for ways to make technology more accessible and more meaningful. If you're looking for a team player who is passionate about building innovative solutions, let's connect! I'm always up for a chat about the latest tech trends, or just about life in general.

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