Technical Blog

Exploring AI, Machine Learning, and Software Engineering

PostgreSQL in Jupyter Notebook Database

Running PostgreSQL in Jupyter Notebook

Mar 16, 2026 5 min read

A complete setup guide — from conda install to writing SQL queries directly in your notebook using ipython-sql and SQLAlchemy.

postgresql jupyter sql python
Transformer NLP

Understanding Transformer Architecture

Jan 25, 2026 8 min read

Deep dive into the revolutionary transformer architecture that powers modern NLP models like GPT and BERT.

transformers nlp attention
Feature Engineering Machine Learning

Feature Engineering Best Practices

Jan 20, 2026 6 min read

Learn essential techniques for creating powerful features that improve your machine learning models.

feature-engineering pandas scikit-learn
Docker DevOps

Docker Container Optimization

Jan 15, 2026 5 min read

Tips and tricks to reduce Docker image sizes and improve container performance in production.

docker devops optimization
Neural Networks Deep Learning

Neural Networks from Scratch

Jan 10, 2026 10 min read

Build a neural network from scratch using NumPy to understand the fundamentals of deep learning.

neural-networks python numpy
Visualization Data Science

Effective Data Visualization with Python

Jan 5, 2026 7 min read

Master the art of creating insightful visualizations using Matplotlib, Seaborn, and Plotly.

visualization matplotlib seaborn
BERT NLP

Fine-tuning BERT for Text Classification

Dec 28, 2025 9 min read

Step-by-step guide to fine-tune BERT models for custom text classification tasks using Hugging Face.

bert transformers huggingface