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amitkatyayana
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Training LLMs • Prompt Engineering • Fine-tuning • Retrieval-Augmented Generation (RAG) • LoRA • NLP • Educational AI • Financial NLP • Chatbot Design • Model Deployment • Transformers • Open-Source Contributions
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Just published a hands-on guide on building a Kubernetes cluster from scratch on AWS EC2 using kubeadm, no managed services, no shortcuts. If you want to truly understand how the control plane and workers communicate, how pod networking works with Flannel, and how to lock down access with security groups ,then this is the kind of exercise that makes it click. The guide covers a full 3-node setup (1 control plane + 2 workers) on Amazon Linux 2023, from instance provisioning all the way to deploying your first workload. Read it here 👉 https://www.amitchoubey.dev/posts/kubernetes-cluster-aws-ec2-kubeadm/
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Worried about GPU memory while fine-tuning?
Aug 28, 2025
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Byte Pair Encoding (BPE) — From Banana to Bandana
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