Applying Modern Deep Learning in Autify
A practical guide to applying modern deep learning and pre-trained NLP models in production software and product workflows.
Writing
More essays and field notes from the collection.
Getting the Most Out of Pre-trained Models
How to use pre-trained NLP models effectively for text generation and question answering, with practical examples and tradeoffs.
Recent Advancements in AI
A 2019 snapshot of major AI breakthroughs across text, image, audio, and video generation, with practical startup use cases.
This Icon Does Not Exist
Using GANs to generate unique icon designs, with model behavior examples and creative applications for design workflows.
Deploy Machine Learning Model
Step-by-step tutorial for packaging and deploying a machine learning app to Google Cloud Run with Docker and Cloud Shell.
Cloud Run
Overview of Google Cloud Run and how serverless containers can simplify deployment, scaling, and cost management for ML applications.
Deep Learning in Cloud
A cost-focused comparison of cloud GPU options for deep learning across AWS, Paperspace, Colab, and Google Cloud preemptible machines.