Peter GaoinAquarium LearningTo Make Your Model Better, First Figure Out What’s WrongMany ML teams adopt an attitude towards development that can be best described as “throwing things at the wall and seeing what sticks.”11 min read·Mar 7, 2023----
Peter GaoinAquarium LearningA Guide To Few-Shot Learning With EmbeddingsWith neural network embeddings, common machine learning data tasks become very easy.11 min read·Feb 23, 2023----
Peter GaoinAquarium LearningWhat Is ML Data Operations?ML Data Operations is the set of practices around understanding, handling, and improving the data used in machine learning systems.8 min read·Feb 9, 2023----
Peter GaoinAquarium LearningIntroducing Fine-Tuned Embedding Generation In AquariumAquarium now generates high quality embeddings that are fine-tuned for your domain.8 min read·Jan 18, 2023----
Peter GaoinAquarium LearningLessons From Deploying Deep Learning To ProductionSharing lessons so you don’t learn them the hard way. Or: How to do ML Engineering at the gym.12 min read·Apr 5, 2022--1--1
Peter GaoinTowards Data ScienceThe Unsung Heroes Of Machine Learning Are In Data OperationsWhen data is the biggest determinant of model performance, the people that work with data become the most important part of your ML team.9 min read·May 20, 2021----
Peter GaoinTowards Data ScienceHow To Set Up An ML Data Labeling SystemThere’s many ways to set up a labeled data pipeline depending on your problem setup and requirements, and here’s some lessons we’ve…13 min read·May 5, 2021----
Peter GaoinTowards Data ScienceDeep Learning For Audio With The Speech Commands DatasetHere, we train a very simple model on the Speech Commands audio dataset and analyze its failure cases to see how best to improve it!13 min read·Apr 26, 2021----
Peter GaoinAquarium LearningThe Unreasonable Effectiveness Of Neural Network EmbeddingsNeural network embeddings are remarkably effective in organizing and wrangling large sets of unstructured data.8 min read·Mar 16, 2021----
Peter GaoinAquarium LearningAnnouncing Aquarium’s Seed Fundraising Led By Sequoia with Participation from Y CombinatorWe’re excited to announce that Aquarium has raised $2.6M in seed funding!3 min read·Feb 24, 2021----
