IBM Data Science in Practice

NOVEMBER 28, 2022

Data fabric is defined by IBM as “an architecture that facilitates the end-to-end integration of various data pipelines and cloud environments through the use of intelligent and automated systems.” The concept was first introduced back in 2016 but has gained more attention in the past few years as the amount of data has grown.

Data Pipeline 130

Data Pipeline Data Quality Data Preparation Data Governance 130

Towards AI

JULY 23, 2024

Matt Holden noted on x/twitter that in the early days of cloud storage — in its first decade (2006–2016), Amazon S3 cost per GB of storage dropped 86% (or ~97%, including Glacier). It is also 230x cheaper and vastly better than the GPT-3 Da Vinci 002, released in August 2022 and the best model at the time.

Cloud Computing 105

Cloud Computing AI AI Data Preparation 105

AWS Machine Learning Blog

NOVEMBER 16, 2023

By utilizing insights found in the images, not previously available in the tabular data, we can improve the accuracy of the model. Both the images and tabular data discussed in this post were originally made available and published to GitHub by Ahmed and Moustafa (2016). How would you assess the home’s value from these images?

ML 105

ML ML AWS Machine Learning 105

AWS Machine Learning Blog

JUNE 18, 2024

The output data is transformed to a standardized format and stored in a single location in Amazon S3 in Parquet format, a columnar and efficient storage format. With AWS Glue custom connectors, it’s effortless to transfer data between Amazon S3 and other applications.

AWS 119

AWS AI AI Python 119

AWS Machine Learning Blog

MARCH 29, 2023

Data ingestion HAYAT HOLDING has a state-of-the art infrastructure for acquiring, recording, analyzing, and processing measurement data. Model training and optimization with SageMaker automatic model tuning Prior to the model training, a set of data preparation activities are performed.

ML 86

ML ML AWS Machine Learning 86

AWS Machine Learning Blog

JULY 13, 2023

arXiv preprint arXiv:1609.04836 (2016). [3] In his spare time, he enjoys cycling, hiking, and complaining about data preparation. International Conference on Machine Learning. PMLR, 2018. [2] 2] Keskar, Nitish Shirish, et al. “On On large-batch training for deep learning: Generalization gap and sharp minima.”

Clustering 77

Clustering Algorithm Deep Learning Deep Learning 77

DagsHub

JULY 25, 2024

Further Reading TensorFlow Documentation TensorFlow Tutorials PyTorch PyTorch, developed by Facebook's AI Research Lab (FAIR) , was released in 2016. Founded in 2016, HuggingFace has strongly impacted the field of NLP with its easy-to-use APIs and pre-trained models. Further Reading and Documentation H2O.ai Documentation H2O.ai

Deep Learning 52

Deep Learning Deep Learning Machine Learning Machine Learning 52