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.”Mar 7, 2023Mar 7, 2023
Peter GaoinAquarium LearningA Guide To Few-Shot Learning With EmbeddingsWith neural network embeddings, common machine learning data tasks become very easy.Feb 23, 2023Feb 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.Feb 9, 2023Feb 9, 2023
Peter GaoinAquarium LearningIntroducing Fine-Tuned Embedding Generation In AquariumAquarium now generates high quality embeddings that are fine-tuned for your domain.Jan 18, 2023Jan 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.Apr 5, 20221Apr 5, 20221
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.May 20, 2021May 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…May 5, 2021May 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!Apr 26, 2021Apr 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.Mar 16, 2021Mar 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!Feb 24, 2021Feb 24, 2021
