AWS Machine Learning Blog

MARCH 14, 2024

Using structured data to answer questions requires a way to effectively extract data that’s relevant to a user’s query. We formulated a text-to-SQL approach where by a user’s natural language query is converted to a SQL statement using an LLM. The SQL is run by Amazon Athena to return the relevant data.

SQL 135

SQL AWS AI AI 135

ODSC - Open Data Science

FEBRUARY 17, 2023

Cloud Computing, APIs, and Data Engineering NLP experts don’t go straight into conducting sentiment analysis on their personal laptops. BERT is still very popular over the past few years and even though the last update from Google was in late 2019 it is still widely deployed. Knowing some SQL is also essential.

Data Science 111

Data Science Deep Learning Deep Learning Natural Language Processing 111

DagsHub

DECEMBER 11, 2023

It does not support the ‘dvc repro’ command to reproduce its data pipeline. DVC Released in 2017, Data Version Control ( DVC for short) is an open-source tool created by iterative. Dolt Created in 2019, Dolt is an open-source tool for managing SQL databases that uses version control similar to Git.

Machine Learning 98

Machine Learning Machine Learning Data Lakes Data Science 98

phData

MAY 25, 2023

The December 2019 release of Power BI Desktop introduced a native Snowflake connector that supported SSO and did not require driver installation. The June 2021 release of Power BI Desktop introduced Custom SQL queries to Snowflake in DirectQuery mode. In late 2021, Power BI introduced custom SQL queries to Snowflake using DirectQuery.

Power BI 84

Power BI Analytics Analytics Azure 84

phData

JANUARY 31, 2024

Utilizing Streamlit as a Front-End At this point, we have all of our data processing, model training, inference, and model evaluation steps set up with Snowpark. Streamlit, an open-source Python package for building web-apps, has grown in popularity since its launch in 2019. Let’s continue by creating a front-end to enable analysts.

Machine Learning 52

Machine Learning Machine Learning Python Data Scientist 52

ODSC - Open Data Science

SEPTEMBER 29, 2023

Such growth makes it difficult for many enterprises to leverage big data; they end up spending valuable time and resources just trying to manage data and less time analyzing it. It truly is an all-in-one data lake solution. HPCC Systems and Spark also differ in that they work with distinct parts of the big data pipeline.

Data Lakes 52

Data Lakes Clustering Big Data Big Data 52