AI/ML 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…

10 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 •…

10 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…

10 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.

10 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…

10 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…

10 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.

10 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) •…

10 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.

10 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…

10 months ago