Static and Dynamic Attention: Implications for Graph Neural Networks

by Dr. Owns | Jan 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Examining the expressive capacity of Graph Attention NetworksImage by the authorIn graph representation learning, neighborhood aggregation is one of the most well-studied and investigated areas, among which attention-based methods largely remain state-of-the-art....

Deep Dive into KV-Caching In Mistral

by Dr. Owns | Jan 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Ever wondered why the time to first token in LLMs is high but subsequent tokens are super fast?In this post, I dive into the details of KV-Caching used in Mistral, a topic I initially found quite daunting. However, as I delved deeper, it became a fascinating subject,...

Scale Experiment Decision-Making with Programmatic Decision Rules

by Dr. Owns | Jan 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Decide what to do with experiment results in codePhoto by Cytonn Photography on UnsplashThe experiment lifecycle is like the human lifecycle. First, a person or idea is born, then it develops, then it is tested, then its test ends, and then the Gods (or Product...

The Complete Introduction to Time Series Classification in Python

by Dr. Owns | Jan 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Learn the fundamental concepts of time series classification and apply them in a small project using PythonContinue reading on Towards Data Science » ​Learn the fundamental concepts of time series classification and apply them in a small project using PythonContinue...

Why Normalization Is Crucial for Policy Evaluation in Reinforcement Learning

by Dr. Owns | Jan 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Enhancing Accuracy in Reinforcement Learning Policy Evaluation through NormalizationContinue reading on Towards Data Science » ​Enhancing Accuracy in Reinforcement Learning Policy Evaluation through NormalizationContinue reading on Towards Data Science...

Build Your First API with Python and AWS

by Dr. Owns | Jan 14, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Learn how to create a simple, yet powerful REST API with FastAPI, DynamoDB, and AWS Lambda Functions.Continue reading on Towards Data Science » ​Learn how to create a simple, yet powerful REST API with FastAPI, DynamoDB, and AWS Lambda Functions.Continue reading on...