Unifying the AV ML Stack: From Raw Data to Trained Model with LanceDB
A complete walkthrough of building an autonomous vehicle perception model training pipeline on top of LanceDB and the Multimodal Lakehouse.
Applications
Autonomous Vehicles
unifying-the-av-ml-stack-lancedb
Volcano Engine LAS's Lance-Based PB-Scale Autonomous Driving Data Lake Solution
How Bytedance Volcano Engine LAS (Lake for AI Service) leverages Lance as the core storage format, rapidly constructing a next-gen AI data lake to efficiently store, manage, and process multimodal data (text, images, audio/video).
Case Study
Autonomous Vehicles
volcano-engine-autonomous-driving-data-lake-solution
All Posts
My Summer Internship Experience at LanceDB
I'm Raunak, a master's student at the University of Illinois, Urbana-Champaign. This summer, I had the opportunity to intern as a Software Engineer at LanceDB, an early-stage startup based in San Francisco.
Engineering
my-summer-internship-experience-at-lancedb-2
Columnar File Readers in Depth: APIs and Fusion
The API used to read files has evolved over time, from simple full table reads to batch reads and eventually to iterative record batch readers. Lance takes this a step further to return a stream of read tasks.
Engineering
columnar-file-readers-in-depth-apis-and-fusion
Effortlessly Loading and Processing Images with Lance: a Code Walkthrough
Working with large image datasets in machine learning can be challenging, often requiring significant computational resources and efficient data-handling techniques.
Engineering
effortlessly-loading-and-processing-images-with-lance-a-code-walkthrough
