Working with LLMs in 2025
Notes from my experience working with LLMs
December 9, 2025
Machine Learning in Action Blog!
Exploring the depths of AI, one project at a time.
Welcome to Machine Learning in Action! Explore the fascinating world of deep learning through my personal blog, where I showcase different projects I've worked on, share insights gained, and provide modern machine learning tips.
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Deploying your ML model in AWS lambda
Step by step guide
September 14, 2025
Modern LLM Architectures
A snapshot of LLM architectures in mid 2025
June 29, 2025
Prompt Engineering Notes
Notes from my experience working with LLMs
June 6, 2025
Prompt Engineering Notes
Notes from my experience working with LLMs
June 6, 2025
Egyptian AI Lens: Architecture and Design of an LLM-Powered Art Analysis System
Machine Learning
Deep dive into the technical architecture, design decisions, and implementation details of the Egyptian AI Lens project, featuring Gemini API integration, structured outputs, and serverless deployment.
December 15, 2024
Galaxy k-correction Estimation using AstroCLIP Foundation Model
Fine tune an astronomical foundation model to tackle a novel task
November 12, 2024
Semantic Segmentation of Underwater Scenery
Computer Vision
Application of ViT and other architectures to a novel semantic segmentation task.
November 3, 2024
DINO - self-distillation with no labels
Let's go over the paper "Emerging Properties in Self-Supervised Vision Transformers"
October 27, 2024
View Synthesis of Indoor Environments from Low Quality Imagery
Personal project where I train and compare NERF models on indoor images
September 17, 2024
Introduction to Neural Radiance Fields (NERF)
In this post I go over the original NERF paper as well as a selection of follow up works.
September 8, 2024
A Review of Object Detection Architectures
In this post I explore the most popular model architectures used to tackle object detection
August 30, 2024
Review and Summary of Deep Learning Specialization from DeepLearning
Deep Learning Basics
Notes, assignments and review of the course
July 9, 2024
Review and Summary of the course "Introduction to Machine Learning in Production"
Notes, assignments and review of the course
July 9, 2024
A comprehensive introduction to transformers
Notes and a comprehensive summary of basic concepts in the field of transformers
July 7, 2024
Annotating your own Semantic Segmentation dataset
Computer Vision
In this blog post, I explore the challenges and tools involved in creating a semantic segmentation dataset for underwater scenery.
June 18, 2024
Glossary of layers used in Deep Learning
Deep Learning Basics
A summary of the most common layers employed in modern deep learning architectures
June 5, 2024
A review of Semantic Segmentation architectures
In this post I explore the most popular model architectures used to tackle semantic segmentation
June 1, 2024
Introduction to Semantic Segmentation using MMSegmentation
Computer Vision
This article provides a concise introduction to the task of semantic segmentation and demonstrates how to address it using MMSegmentation, a state-of-the-art toolkit.
May 25, 2024
On Pytorch, CUDA and compatibility mismatches
Deep Learning Basics
Notes and handy tips to sort out your environment
May 25, 2024