Pranay JanupalliIntroduction to NCCL Communication Operators: The Backbone of Efficient Distributed TrainingIn the rapidly evolving landscape of deep learning, achieving efficient and scalable training across multiple GPUs is paramount. Whether…Jul 12Jul 12
Pranay JanupalliUnderstanding Model Sharding and Model Parallelism: Scaling Large Language ModelsIn the realm of large-scale models, particularly large language models (LLMs), managing memory and computational resources efficiently is a…Jul 7Jul 7
Pranay JanupalliEthical NLP: A Pseudonymization Approach to Privacy and Bias MitigationIn the rapidly evolving field of Natural Language Processing (NLP), the development of robust text generation and classification models is…Apr 18Apr 18
Pranay JanupalliDomain-Specific Embedding Models: A Journey of Adaptation and Fine-TuningHave you ever tried building a search engine tailored to a specific domain, only to find the results lacking the finesse you expected…Apr 18Apr 18
Pranay JanupalliUnderstanding Sinusoidal Positional Encoding in TransformersIn NLP, transformer architecture has emerged as a powerful architecture for handling sequential data. However, unlike recurrent neural…Apr 14Apr 14