Writing
Notes from research and the work of building things.
Mechanistic Interpretability / Sparse Autoencoders
How Matryoshka Sparse AutoEncoders Recover Feature Hierarchies That Vanilla SAEs Lose
A guided replication of Matryoshka SAEs, exploring feature hierarchies, feature absorption, and the reconstruction–sparsity tradeoff.
The Inevitable Cycle In Morality
The Moral Pendulum People often begin by saying morality is relative, but when something deeply important to them is challenged, they suddenly appeal to moral absolutes.…
Accelerating PyTorch workloads with the AWS S3 connector for Fast Data Loading and Model…
Accelerating PyTorch workloads with the AWS S3 connector for Fast Data Loading and Model Checkpointing This article is a complete practical guide to using the AWS S3…
Bring Your ML Models to Production With FastAPI, AWS AppRunner and ECR.
This article is a quick introduction to machine learning models deployment to AWS AppRunner using models.
Setting up a Self-Hosted GitHub Actions Runner on AWS Virtual Machines
This article is a step-by-step guide to configuring your Github Actions runners to work with “self-hosted” AWS EC2 VMs. When it comes to CI/CD tools, GitHub Actions is…
Deploying Hugging Face Models with AWS SageMaker
Quickly deploying Hugging Face Models to AWS SageMaker. A step-by-step guide to deploying HuggingFace models to AWS SageMaker and handling Inference endpoints. Baimam…
You may want to understand HuggingFace Transformers
A graceful practical introduction to huggingface transfromers. Baimam Boukar | HuggingFace Transformers 101 In 2024, we find ourselves in the midst of the “AI scramble”…
How to Quickly Create IAM Users in AWS
This is a quick tutorial on how to create IAM users in AWS using the AWS Management Console and CLI.
Serverless Retrieval Augmented Generation with AWS SageMaker.
Introduction $\to$ Large language models (LLMs) have taken the tech world by storm, capable of generating human-quality text, translating languages, and writing…
Building feature-rich Flutter mobile apps using AWS Amplify.
flutter and aws amplify In this article, you will discover why AWS Amplify might be the perfect MBaaS solution for your next Flutter project. We’ll explore its…
Build Go Serverless REST APIs and Deploy to AWS using the Serverless Framework
go serverless apis on aws Imagine your app scaling effortlessly, and you’re very far from the stress of server management. That’s how serverless `sounds` like, and Go is…
Building a Simple RESTful APIs Backend in Go using Gin Gorm and PostgreSQL
This article serves as a hands-on introduction to the powerful Gin web framework in Golang. You will learn to build a sleek RESTful APIs backend with a practical…