Blog Tag · 8 posts
#machine-learning
8 posts tagged #machine-learning, newest first. Browse all tags.
2026
2 posts
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Real-Time Transformer Prediction at Autodesk
Notes from my summer 2022 ML internship at Autodesk in San Francisco, where I shipped a low-latency transformer into a live event pipeline scoring 1M+ daily user interactions. #machine-learning #ai #portfolio -
PyTorch DDP for Fine-Tuning Gemma 4 on Multiple GPUs
How PyTorch DistributedDataParallel works and when it is the right tool for LoRA fine-tuning Gemma 4, with a complete torchrun script, memory math for the 12B model, and the failure modes that hang multi-GPU jobs. #pytorch #machine-learning #ai
2023
1 post
2022
1 post
2021
3 posts
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Install TensorFlow on Apple M1 (M1, Pro, Max) with GPU (Metal)
How to install native arm64 TensorFlow with the tensorflow-metal GPU plugin on Apple M1, M1 Pro, and M1 Max Macs using Miniforge. #getting-started #machine-learning #tensorflow -
Install Kubeflow on Digital Ocean Managed Kubernetes (with Terraform)
A practical guide to provisioning a DigitalOcean Managed Kubernetes cluster with Terraform and deploying Kubeflow 1.2 with doctl, kubectl, and kfctl. #docker #kubernetes #digital-ocean -
Install JupyterHub on AWS Elastic Kubernetes Service (EKS)
Field notes and step-by-step runbook for deploying multi-user, GPU-enabled JupyterHub on AWS EKS using custom Docker images and Zero to JupyterHub. #aws #kubernetes #machine-learning
2020
1 post