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GNNs and Transformers in AI
GNNs & Transformers: 50th Post on this Blog! In AI, Graph Neural Networks (GNNs) and Transformers are both widely used but they are designed for different types of data and problems. GNNs are designed to work with graph-structured data. For example, recommendation systems (users connected to products). GNNs work by passing messages between connected nodes. Each node updates its representation (vector) based on information from its neighbors. Transformers are neural networks d

Samvar Shah
Feb 201 min read


Building ML models when data is scarce
ML in data scarce regimes

Samvar Shah
Feb 72 min read


Key Algorithms used in AI
Key AI Algorithms Here are a few important algorithms ones that form the basis of AI: 1. Linear Regression One of the most widely used algorithms, linear regression helps predict a value (like house prices) based on the relationship between variables. 2. Decision Trees Decision trees reflect human decision-making by breaking down decisions into a tree-like model. They work well for classification and regression problems. 3. K-Nearest Neighbors (KNN) KNN classifies data based

Samvar Shah
Oct 21, 20251 min read


AI Musings- Impact on Education
Where is AI headed and how will we be impacted? First off, sorry for the delay in posting this blog. I have been a bit busy trying to...

Samvar Shah
Jun 23, 20252 min read


AI: How to get started
Books, Online Courses, YouTube Channels, DataSets and Platforms to begin Al learning

Samvar Shah
Apr 2, 20252 min read


Linear Algebra in AI
How is linear algebra used in AI? Linear algebra includes vectors (ordered list of numbers), matrices and their linear transformations....

Samvar Shah
Mar 17, 20251 min read


Math in AI
I have recently started looking into AI and have been playing with some AI models. But I want to understand how it works and therefore...

Samvar Shah
Feb 27, 20251 min read
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