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Data Science & Analytics Industry Main Developments in 2021 and Key Trends for 2022
By Matthew Mayo, KDnuggets Managing Editor on December 14, 2021 in 2022 Predictions, AI, Analytics, Cloud, Data Lake, Data Science, Data Warehouse, Deep Learning, Machine Learning, Synthetic DataWe have solicited insights from experts at industry-leading companies, asking: "What were the main AI, Data Science, Machine Learning Developments in 2021 and what key trends do you expect in 2022?" Read their opinions here.
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AI, Analytics, Machine Learning, Data Science, Deep Learning Research Main Developments in 2021 and Key Trends for 2022
2021 has almost come and gone. We saw some standout advancements in AI, Analytics, Machine Learning, Data Science, Deep Learning Research this past year, and the future, starting with 2022, looks bright. As per KDnuggets tradition, our collection of experts have contributed their insights on the matter. Read on to find out more.
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Easy Synthetic Data in Python with Faker
Faker is a Python library that generates fake data to supplement or take the place of real world data. See how it can be used for data science.
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Simple Text Scraping, Parsing, and Processing with this Python Library
Scraping, parsing, and processing text data from the web can be difficult. But it can also be easy, using Newspaper3k.
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Introducing TensorFlow Similarity
TensorFlow Similarity is a newly-released library from Google that facilitates the training, indexing and querying of similarity models. Check out more here.
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How to Create an AutoML Pipeline Optimization Sandbox
In this article, we will implement an automated machine learning pipeline optimization sandbox web app using Streamlit and TPOT.
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A Python Data Processing Script Template
Here's a skeleton general purpose template for getting a Python command line script fleshed out as quickly as possible.
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3 Data Acquisition, Annotation, and Augmentation Tools
Check out these 3 projects found around GitHub that can help with your data acquisition, annotation, and augmentation tasks.
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Stack Overflow Survey Data Science Highlights
The results of the 2021 Stack Overflow Developer Survey were recently released, which is a fascinating snapshot of today's developers and the tools they are using. Have a look at some selections from the report, particularly those which may be of interest to data professionals.
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Introduction to Statistical Learning Second Edition
The second edition of the classic "An Introduction to Statistical Learning, with Applications in R" was published very recently, and is now freely-available via PDF on the book's website.
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