Galaxy k-correction Estimation using AstroCLIP Foundation Model
Fine tune an astronomical foundation model to tackle a novel task
November 12, 2024
- viewsMachine 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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Semantic Segmentation of Underwater Scenery
Computer Vision
Application of ViT and other architectures to a novel semantic segmentation task.
November 3, 2024
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DINO - self-distillation with no labels
Let's go over the paper "Emerging Properties in Self-Supervised Vision Transformers"
October 27, 2024
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View Synthesis of Indoor Environments from Low Quality Imagery
Personal project where I train and compare NERF models on indoor images
September 17, 2024
- viewsIntroduction 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
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A Review of Object Detection Architectures
In this post I explore the most popular model architectures used to tackle object detection
August 30, 2024
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Review and Summary of Deep Learning Specialization from DeepLearning
Deep Learning Basics
Notes, assignments and review of the course
July 9, 2024
- viewsReview and Summary of the course "Introduction to Machine Learning in Production"
Notes, assignments and review of the course
July 9, 2024
- viewsA comprehensive introduction to transformers
Notes and a comprehensive summary of basic concepts in the field of transformers
July 7, 2024
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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
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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
- viewsA review of Semantic Segmentation architectures
In this post I explore the most popular model architectures used to tackle semantic segmentation
June 1, 2024
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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
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On Pytorch, CUDA and compatibility mismatches
Deep Learning Basics
Notes and handy tips to sort out your environment
May 25, 2024
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