Explore time-series forecasting techniques using Polars and Deno in this conference talk from Conf42 ML 2024. Delve into key takeaways, scaling strategies, and pipeline optimization for handling large datasets. Learn about WebAssembly (WASM) implementation, the power of simple solutions, and the advantages of using Polars for data manipulation. Watch a live demonstration showcasing the integration of these technologies, and gain insights into overcoming WASM-related challenges. Conclude with final remarks on the potential of this approach for efficient time-series analysis and prediction.
Overview
Syllabus
intro
preamble
key takeaways
the story
how to scale it?
pipeline
the bottleneck
wasm
simple yet powerful
polars
torment of wasm
deux ex machina - demo
final remarks
Taught by
Conf42