Hi Reader! I hope you're doing well in this fine weekend! In the past weeks I've been working on implementing basic image segmentation models for 2D and 3D from scratch. While doing so, I found a few things that were delightfully surprising while other things were painfully irritating. I tell you all about it in this edition of the newsletter! What Building AI Models from Scratch has Thought me One of the reasons why I did these experimentations was to understand some of the nitty gritty...
4 months ago • 4 min read
Hi Reader, I haven't sent you a newsletter email for some time now. This is because there are major events happening in my personal life. We just had our first kid, so I'm still trying to adapt to the new routine set by this cute little creature! I also changed my office! I used to work from home, but now I am working in a coworking space. I'm hoping that this will help me deliver more value to the newsletter subscribers as well as our clients at PYCAD. Now, back to the newsletter! I've got...
4 months ago • 3 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ Applications of Machine Learning for Dentistry At PYCAD, we have worked a lot on the applications of AI to the dentistry domain. Here are 3 incredible ones. 1 - Diagnosis and...
5 months ago • 2 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ 3 Resources we released in the past 2 weeks for nnUNet In the past 2 weeks we released a ton of information about how to nnUNet to build powerful medical imaging segmentation...
6 months ago • 2 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ 3D Printing for Medical Imaging I attended an event about 3D printing for medical applications. Here are some surprising insights.1 - You can use 3D printers to print fully ready...
6 months ago • 2 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ nnUNet for Medical Imaging Segmentation We've been using nnUNet a lot in our projects and it's an incredible framework for building powerful medical imaging segmentation models. I...
6 months ago • 1 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ How 3D Medical Images Impact my ML Pipelines at several steps I used to mostly deal with 2D images. But for the past couple of years, I’ve been dealing with 3D medical images....
6 months ago • 3 min read
Hi Reader,, Welcome to the PYCAD newsletter, where every week you receive doses of machine learning and computer vision techniques and tools to help you learn how to build AI solutions to empower the most vulnerable members of our society, patients. TotalSegmentator : Whole Body Segmentation at your Fingertips This free tool available online can do full body segmentation, it's called TotalSegmentator. I have already mentioned this tool in a previous edition of the newsletter, but in this...
7 months ago • 3 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ A Medical Imaging Expert Told Me This Recently I saw a post on LinkedIn where a medical imaging expert showcased his work of segmenting the lungs and its bronchial trees. You can...
7 months ago • 2 min read
Hello Reader, Welcome to another edition of PYCAD newsletter where we cover interesting topics in Machine Learning and Computer Vision applied to Medical Imaging. The goal of this newsletter is to help you stay up-to-date and learn important concepts in this amazing field! I've got some cool insights for you below ↓ How we helped accelerate inference time for a client's AI product Below is a screenshot of a benchmark we did for a client of ours. The goal was to accelerate inference time. This...
7 months ago • 3 min read
