NLPTransformersDeep Learning
Understanding Transformer Architectures in Modern NLP
A deep dive into the attention mechanism and how transformers revolutionized natural language processing, from BERT to GPT and beyond.
March 15, 20248 min read
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Computer VisionMedical AIHealthcare
Computer Vision for Medical Imaging: OCT Analysis
Exploring how deep learning techniques can be applied to optical coherence tomography images for diabetic retinopathy diagnosis.
February 10, 202415 min read
Zero-Shot LearningNLITransfer Learning
Zero-Shot Learning in Natural Language Inference
How contrastive learning enables models to perform NLI tasks without task-specific training data, with practical implementations.
January 22, 202410 min read
InfrastructureKafkaDocker
Building Scalable ML Infrastructure with Kafka and Docker
A practical guide to setting up event-driven ML pipelines using Apache Kafka, Docker containers, and microservices architecture.
January 8, 202414 min read
Fine-tuningLLMTransfer Learning
Fine-tuning Large Language Models: A Comprehensive Guide
From prompt tuning to parameter-efficient methods, explore different approaches to adapt LLMs for specific tasks and domains.
December 18, 202318 min read