Blog
22 posts on AI systems, retrieval, and academic practice.
Academic integrity is a cornerstone of the educational process, ensuring that students engage in honest and ethical behavior in their academic pursuits. With the rise of artificial…
LaTeX is a powerful typesetting system that has become the standard for academic writing in many fields, including mathematics, computer science, and engineering. Despite its numerous…
Germany is a popular destination for Indian students seeking higher education due to its world-class universities, affordable tuition fees, and vibrant cultural experience. However, the…
The intersection of AI and bioinformatics is creating unprecedented opportunities for data-driven research. In this post, I'll share my experience building an MCP (Model Context Protocol)…
Research data processing presents unique challenges: heterogeneous formats, quality validation requirements, and the need for reproducibility. In this post, I'll share insights from…
Large Language Models (LLMs) are powerful, but they have limitations: training data cutoffs, hallucinations, and lack of domain-specific knowledge. Retrieval-Augmented Generation (RAG)…
Deep learning models achieve impressive accuracy, but deploying them on resource-constrained devices remains challenging. In this post, I'll share how we used knowledge distillation to…
Medical image classification traditionally requires large labeled datasets—expensive and time-consuming to create. Zero-shot learning offers an alternative: classifying images without…
Climate data exhibits complex patterns: long-term trends, seasonal cycles, and irregular fluctuations. SARIMAX (Seasonal AutoRegressive Integrated Moving Average with eXogenous factors) is…
Building a model is just 20% of the ML journey—the real challenge is deploying, monitoring, and maintaining it in production. MLOps brings DevOps principles to machine learning, enabling…
Face recognition has evolved from a research curiosity to a practical technology used in security, attendance systems, and photo organization. In this post, I'll walk through building a…
"It works on my machine" is the bane of collaborative data science. Docker solves this by packaging your code, dependencies, and environment into portable containers. In this guide, I'll…
Great products aren't built in isolation—they emerge from understanding users. Through usability studies on the Smart StudyDesk project, we achieved a 30% improvement in navigation…
Choosing a cloud platform for machine learning involves trade-offs between features, pricing, ecosystem, and your team's expertise. Having deployed ML solutions on all three major clouds,…
The Transformer architecture, introduced in "Attention Is All You Need" (2017), revolutionized NLP and beyond. Understanding Transformers is essential for working with modern LLMs like GPT,…
Static charts are limiting. When stakeholders need to explore data, filter by date ranges, or drill into specifics, you need interactive dashboards. Plotly and Dash let Python developers…
ML projects require more than code testing—they need data validation, model training, performance benchmarking, and deployment automation. Here's how to build comprehensive CI/CD pipelines…
Machine Learning (ML) has revolutionized the field of Computer Vision (CV), enabling machines to interpret and understand visual data with unprecedented accuracy. In this blog post, we will…
Machine Learning (ML) is at the forefront of technological innovation, transforming the field of Computer Vision (CV) with groundbreaking advancements. From deep learning techniques to…
Human-Computer Interaction (HCI) is a dynamic field that focuses on the design and use of computer technology, emphasizing the interfaces between people (users) and computers. As technology…
Generative AI is revolutionizing the way we approach creativity and innovation. By leveraging advanced machine learning techniques, Generative AI models can create new content, from images…
Overleaf is a popular online LaTeX editor that simplifies the process of writing, editing, and collaborating on LaTeX documents. Whether you are working on an assignment or a research…