Muhammad Umar AmanatQLoRA Fine-Tuning of LlaMA-3–8B on AWS SageMakerPreviously I wrote an article on fine-tuning LLM using the PEFT Technique. I got a good response from the audience, you can find it here…Sep 7Sep 7
Muhammad Umar AmanatExploring uncommon in Python, part-1: Generator ExpressionMost of us use Python in our daily routine as a software engineer, Data Scientists, Machine learning engineers, etc. But still, several…Jun 18Jun 18
Muhammad Umar AmanatLeveraging Azure Vector Search on Resume DatasetsVector search is one of the approaches for information retrieval. This approach doesn’t work directly on textual data rather it converts…Mar 25Mar 25
Muhammad Umar AmanatFine-Tune LLM with PEFTAs the capability of LLM is increasing its adoption is also increasing in daily work life. Nowadays LLM can perform interactive conversion…Mar 21Mar 21
Muhammad Umar AmanatLLM evaluation with RougeEvaluating LLM is not like traditional machine learning algorithms. Traditional machine-learning algorithms generate discrete output like…Jan 191Jan 191
Muhammad Umar AmanatWhy on-premises ETL tools are still alive?What is an on-premises ETL Tool?Jan 72Jan 72
Muhammad Umar AmanatImplement a Logistic Case Study with the Fusion of FastAPI and AWS FargateThis article is all about deploying FastAPI using a serverless compute for container i.e. AWS Fargate. AWS Fargate is like an AWS Lambda…Oct 24, 2023Oct 24, 2023
Muhammad Umar AmanatSetup AWS VPC For FargateThis article provides you with the basic knowledge of setting up VPC for AWS Fargate Service. It will pave the foundation for building VPC…Oct 24, 2023Oct 24, 2023
Muhammad Umar AmanatWhy “in-context learning” is effective in LLM?In-context LearningAug 7, 2023Aug 7, 2023
Muhammad Umar AmanatSparkML on SagemakerSpark is the de facto standard for Modern Big Data processing. SparkML is a machine learning library that can be used with Spark to build…Jul 13, 2023Jul 13, 2023