From da564f98e73e60c1d5959101ad3b04034eb54019 Mon Sep 17 00:00:00 2001 From: Nikhil Date: Tue, 19 Dec 2023 11:45:38 -0800 Subject: [PATCH] Typos and grammar in index.rst Signed-off-by: Nikhil --- docs/source/index.rst | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/docs/source/index.rst b/docs/source/index.rst index f0a1c332a..e617f402d 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -18,15 +18,15 @@ What is Chronon? ===================== -Chronon is a feature engineering framework is being used to power Machine Learning in every -organization within Airbnb. Chronon makes developing production-grade, -features at scale very easy. +Chronon is a feature engineering framework used to power Machine Learning at Airbnb and Stripe. Chronon aims to make creating +production-grade features easy. -With Chronon you can generate training data, serve features, monitor feature quality -and manage features with a unified feature definition. +With a simple feature definition, Chronon automatically creates infrastructure for generating training data, serving features and monitoring feature quality +at scale. .. image:: ../images/chronon_high_level.png +With Chronon you can - * **Consume data from a variety of Sources** - event streams, DB table snapshots, change data streams, service endpoints and warehouse tables modeled as either slowly changing dimensions, fact or dimension tables * **Produce results both online and offline contexts** - Online, as scalable low-latency end-points for feature serving, or offline as hive tables, for generating training data. * **Real-time or batch accuracy** - You can configure the result to be either *Temporal* or *Snapshot* accurate. Temporal refers to updating feature values in real-time in online context and producing point-in-time correct features in the offline context. Snapshot accuracy refers to features being updated once a day at midnight. @@ -89,4 +89,4 @@ run the command below in an airflow repository. curl -s https://chronon.ai/init.sh | $SHELL Once you edit the spark_submit_path line in :code:`./chronon/teams.json` you will be able to run offline jobs. -Find more details in the Getting Started section. \ No newline at end of file +Find more details in the Getting Started section.