Working with LLMs in 2025
Large Language Models
Machine Learning Engineering
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
Machine Learning Engineering
Step by step guide
September 14, 2025
Modern LLM Architectures
Large Language Models
Deep Learning Basics
A snapshot of LLM architectures in mid 2025
June 29, 2025
Prompt Engineering Notes
Large Language Models
Notes from my experience working with LLMs
June 6, 2025
Checkbox Detection: OpenCV vs YOLO
Computer Vision
Deep Learning Basics
A practical comparison of traditional computer vision and deep learning approaches for detecting checkboxes in scanned documents
January 1, 2025
Reinforcement Learning
Deep Learning Basics
Notes on RL basics from the MIT open course
December 11, 2024
World Models
Deep Learning Basics
Notes about the increasingly popular World Model
December 11, 2024
Galaxy k-correction Estimation using AstroCLIP Foundation Model
Foundation Models
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
Computer Vision
Foundation Models
Let's go over the paper "Emerging Properties in Self-Supervised Vision Transformers"
October 27, 2024
Egyptian AI Lens: Architecture and Design of an LLM-Powered Art Analysis System
Large Language Models
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.
October 19, 2024
View Synthesis of Indoor Environments from Low Quality Imagery
View Synthesis
Computer Vision
Personal project where I train and compare NERF models on indoor images
September 17, 2024
Introduction to Neural Radiance Fields (NERF)
View Synthesis
Deep Learning Basics
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
Computer Vision
Object Detection
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"
Machine Learning Engineering
Notes, assignments and review of the course
July 9, 2024
A comprehensive introduction to transformers
Deep Learning Basics
Large Language Models
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
Computer Vision
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