Published inTowards Data ScienceWriting LLMs in Rust: Looking for an Efficient Matrix MultiplicationHere are the lessons I learned and how I am writing llm.rust and tackling the matrix multiplication problemNov 141Nov 141
Published inTowards Data ScienceApache Beam: Data Processing, Data Pipelines, Dataflow and Flex TemplatesIn this first article, we’re exploring Apache Beam, from a simple pipeline to a more complicated one, using GCP Dataflow. Let’s learn what…Feb 12Feb 12
A Reverse-Engineer Approach to Explain Attention and MemoryIn this post, I collected a lot of resources, to draw the history of attention, with example codes and attempts, as well as an attempt to…Dec 8, 20231Dec 8, 20231
Discovering Dagster orchestrator and how to deploy workflows on KubernetesMy weekend immersion in Dagster, from pipeline creation to Kubernetes set up, what I learned, what I loved, what I hatedNov 24, 2023Nov 24, 2023
Published inTowards Data ScienceOptimizing LLMs with C, and Running GPT, Llama, and Whisper on Your LaptopIn this first article, we’ll dive into ggml, the fantastic tensor library created by Georgi Gerganov. How does it work? How is the tensor…Sep 23, 20232Sep 23, 20232
Published inTowards Data ScienceUnderstanding DeepMind matrix multiplicationDeepMind matrix multiplications on NVIDIA V100, Tesla T4 and a look at FBHHRBNRSSSHK — which is not me typing random letters!Feb 11, 2023Feb 11, 2023
Published inTowards Data ScienceUnderstanding DeepMind and Strassen algorithmsAn introduction to the matrix multiplication problem, with applications in Python and JAXOct 22, 2022Oct 22, 2022
Published inTowards Data ScienceFrom Dev to Deployment: An End to End Sentiment Classifier App with MLflow, SageMaker, and…In this tutorial, we’ll build an NLP app starting from DagsHub-MLflow, then diving into deployment in SageMaker and EC2 with the front end…Sep 22, 20222Sep 22, 20222
Published inTowards Data ScienceMachine Learning and Rust (Part 4): Neural Networks in TorchCan we use PyTorch in Rust? What are Rust bindings? What’s tch-rs? A look on neural networks in RustAug 16, 2022Aug 16, 2022
Published inTowards Data ScienceThe Bible under the NLP eye (Part 2)The second part of our NLP exploration: Topic modelling, word embeddings and text similarity through TF-IDF and transfomersJun 3, 20221Jun 3, 20221