research

Your First Local LLM API Project in Python Step-By-Step

Interested in leveraging a large language model (LLM) API locally on your machine using Python and not-too-overwhelming tools frameworks? In…

8 months ago

Linear Layers and Activation Functions in Transformer Models

This post is divided into three parts; they are: • Why Linear Layers and Activations are Needed in Transformers •…

8 months ago

LayerNorm and RMS Norm in Transformer Models

This post is divided into five parts; they are: • Why Normalization is Needed in Transformers • LayerNorm and Its…

8 months ago

7 AI Agent Frameworks for Machine Learning Workflows in 2025

Machine learning practitioners spend countless hours on repetitive tasks: monitoring model performance, retraining pipelines, data quality checks, and experiment tracking.

8 months ago

A Gentle Introduction to Attention Masking in Transformer Models

This post is divided into four parts; they are: • Why Attention Masking is Needed • Implementation of Attention Masks…

8 months ago

10 Essential Machine Learning Key Terms Explained

Artificial intelligence (AI) is an umbrella computer science discipline focused on building software systems capable of mimicking human or animal…

8 months ago

Combining XGBoost and Embeddings: Hybrid Semantic Boosted Trees?

The intersection of traditional machine learning and modern representation learning is opening up new possibilities.

8 months ago

A Gentle Introduction to Multi-Head Latent Attention (MLA)

This post is divided into three parts; they are: • Low-Rank Approximation of Matrices • Multi-head Latent Attention (MLA) •…

8 months ago

Converting Pandas DataFrames to PyTorch DataLoaders for Custom Deep Learning Model Training

Pandas DataFrames are powerful and versatile data manipulation and analysis tools.

8 months ago

Beyond GridSearchCV: Advanced Hyperparameter Tuning Strategies for Scikit-learn Models

Ever felt like trying to find a needle in a haystack? That’s part of the process of building and optimizing…

8 months ago