### Contents - [**Articles**](#resources-articles) - [**Glossary Terms**](#resources-glossary_terms) - [**Discussions**](#resources-discussions) - [**Reports**](#resources-reports) # Data Science and Machine Learning Platforms Resources ##### Articles, Glossary Terms, Discussions, and Reports to expand your knowledge on Data Science and Machine Learning Platforms Resource pages are designed to give you a cross-section of information we have on specific categories. You'll find [articles](#resources-articles) from our experts, [feature definitions](#resources-glossary_terms), [discussions](#resources-discussions) from users like you, and [reports](#resources-reports) from industry data. [ContentsExpand/Collapse Contents](#) - [**Articles**](#resources-articles) - [**Glossary Terms**](#resources-glossary_terms) - [**Discussions**](#resources-discussions) - [**Reports**](#resources-reports) ## Data Science and Machine Learning Platforms Articles [![Seq2Seq Models: How They Work and Why They Matter in AI](https://learn.g2.com/hubfs/G2CM_FI427_Learn_Article-%5BMachine_Learning_Operationalization%5D_V1b-1.png "Seq2Seq Models: How They Work and Why They Matter in AI")](https://www.g2.com/articles/seq2seq) [ ### Seq2Seq Models: How They Work and Why They Matter in AI ](https://www.g2.com/articles/seq2seq) Imagine effortlessly translating an entire book from one language to another or condensing pages of dense text into a few clear sentences – all with just a few clicks.  [ ![Chayanika Sen](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Chayanika Sen") CS ](https://learn.g2.com/author/chayanika-sen) by Chayanika Sen [![10 Best Data Labeling Software With G2 User Reviews](https://learn.g2.com/hubfs/G2CM_FI917_Learn_Article_Images-%5BData_Labeling%5D_V1b.png "10 Best Data Labeling Software With G2 User Reviews")](https://www.g2.com/articles/best-data-labeling-software) [ ### 10 Best Data Labeling Software With G2 User Reviews ](https://www.g2.com/articles/best-data-labeling-software) As the prominence of AI grows, it is being commercialized at a lightning-fast speed. [ ![Shreya Mattoo](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shreya Mattoo") SM ](https://learn.g2.com/author/shreya-mattoo) by Shreya Mattoo [![What Is Artificial Intelligence (AI)? Types, Definition And Examples](https://learn.g2.com/hubfs/_learn-what-is-artificial-intelligence@2x.png "What Is Artificial Intelligence (AI)? Types, Definition And Examples")](https://www.g2.com/articles/what-is-artificial-intelligence) [ ### What Is Artificial Intelligence (AI)? Types, Definition And Examples ](https://www.g2.com/articles/what-is-artificial-intelligence) Remember Sophia, the humanoid that appeared on the late-night show with Jimmy Fallon? [ ![Amal Joby](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amal Joby") AJ ](https://learn.g2.com/author/amal-joby) by Amal Joby [![What Is Artificial General Intelligence (AGI)? The Future Is Here](https://learn.g2.com/hubfs/_learn-artificial-general-intelligence@2x.png "What Is Artificial General Intelligence (AGI)? The Future Is Here")](https://www.g2.com/articles/artificial-general-intelligence) [ ### What Is Artificial General Intelligence (AGI)? The Future Is Here ](https://www.g2.com/articles/artificial-general-intelligence) Artificial general intelligence (AGI) could be the best or worst thing ever happening to us. [ ![Amal Joby](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amal Joby") AJ ](https://learn.g2.com/author/amal-joby) by Amal Joby [![2023 Trends in AI: Cheaper, Easier-to-Use AI to the Rescue](https://learn.g2.com/hubfs/2023%20Trends%20in%20AI%20Cheaper%2c%20Easier-to-Use%20AI%20to%20the%20Rescue.png "2023 Trends in AI: Cheaper, Easier-to-Use AI to the Rescue")](https://www.g2.com/articles/ai-trends-2023) [ ### 2023 Trends in AI: Cheaper, Easier-to-Use AI to the Rescue ](https://www.g2.com/articles/ai-trends-2023) This post is part of G2's 2023 digital trends series. Read more about G2’s perspective on digital transformation trends in an introduction from Emily Malis Greathouse, director, market research, and additional coverage on trends identified by G2’s analysts. [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![Barriers Toward Adopting AI and Analytics in the Supply Chain](https://learn.g2.com/hubfs/cargo%20ship%20on%20port.jpg "Barriers Toward Adopting AI and Analytics in the Supply Chain")](https://www.g2.com/articles/ai-and-analytics-in-the-supply-chain) [ ### Barriers Toward Adopting AI and Analytics in the Supply Chain ](https://www.g2.com/articles/ai-and-analytics-in-the-supply-chain) I recently attended the Tableau Conference, where I indulged my nerdiness for four days. As a self-described data science evangelist, I was thrilled to see autoML, natural language generation, and other advanced automation features be added to Tableau, one of the world’s leading data visualization and business intelligence platforms.  [ ![Anthony Orso](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anthony Orso") AO ](https://learn.g2.com/author/anthony-orso) by Anthony Orso [![The Importance of Data Quality and Commoditization of Algorithms](https://learn.g2.com/hubfs/data%20algorithm-MM.jpg "The Importance of Data Quality and Commoditization of Algorithms")](https://www.g2.com/articles/data-quality-and-commoditization-of-algorithms) [ ### The Importance of Data Quality and Commoditization of Algorithms ](https://www.g2.com/articles/data-quality-and-commoditization-of-algorithms) Algorithms. Algorithmic. Machine learning. Deep learning. If you’re reading this piece, there is a good chance you have come across these terms at some point. An algorithm probably recommended this article to you. The umbrella term for all of the above is artificial intelligence (AI), which takes data of different flavors and provides you with predictions or answers based on that. There is a good chance you have benefited from this technology in some way, whether in a map application, image search from your favorite retailer, or intelligent autocomplete.  [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![How to Choose a Data Science and Machine Learning Platform That’s Right For Your Business](https://learn.g2.com/hubfs/data%20science.jpeg "How to Choose a Data Science and Machine Learning Platform That’s Right For Your Business")](https://www.g2.com/articles/data-science-and-machine-learning-platform-for-your-business) [ ### How to Choose a Data Science and Machine Learning Platform That’s Right For Your Business ](https://www.g2.com/articles/data-science-and-machine-learning-platform-for-your-business) Big data is the zeitgeist of the 21st century. The sheer volume of data available to businesses, government agencies, educational institutions, and consumers is virtually limitless compared to the days when computers were the size of computer science labs. [ ![Anthony Orso](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anthony Orso") AO ](https://learn.g2.com/author/anthony-orso) by Anthony Orso [![Data Trends in 2022](https://learn.g2.com/hubfs/data.jpeg.jpeg "Data Trends in 2022")](https://www.g2.com/articles/data-trends-2022) [ ### Data Trends in 2022 ](https://www.g2.com/articles/data-trends-2022) This post is part of G2's 2022 digital trends series. Read more about G2’s perspective on digital transformation trends in an introduction from Tom Pringle, VP, market research, and additional coverage on trends identified by G2’s analysts. [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![How to Make Algorithms Which Explain Themselves](https://sell.g2.com/hubfs/johannes-groll-mrIaqKh9050-unsplash.jpg "How to Make Algorithms Which Explain Themselves")](https://www.g2.com/articles/how-to-make-algorithms-which-explain-themselves) [ ### How to Make Algorithms Which Explain Themselves ](https://www.g2.com/articles/how-to-make-algorithms-which-explain-themselves) Back in 2019, I wrote my predictions of advancements we'd see in AI in 2020. In one of those predictions, I discussed the perennial problem of algorithmic explainability, or the ability for algorithms to explain themselves, and how that will come to the fore this year. Solving this problem is key to business success, as the general public is becoming increasingly uncomfortable with black-box algorithms. [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![Artificial Intelligence in Healthcare: Benefits, Myths, and Limitations](https://learn.g2.com/hubfs/healthcare%20worker.jpg "Artificial Intelligence in Healthcare: Benefits, Myths, and Limitations")](https://www.g2.com/articles/artificial-intelligence-in-healthcare-benefits-myths-and-limitations) [ ### Artificial Intelligence in Healthcare: Benefits, Myths, and Limitations ](https://www.g2.com/articles/artificial-intelligence-in-healthcare-benefits-myths-and-limitations) Artificial intelligence (AI) is reinventing and reinvigorating the modern healthcare system by finding new links between genetic codes or driving robots that assist with surgery. [ ![Rachael Altman](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rachael Altman") RA ](https://learn.g2.com/author/rachael-altman) by Rachael Altman [![The Role of Artificial Intelligence in Accounting](https://learn.g2.com/hubfs/papers%20and%20calculator%20kept%20on%20a%20table.jpg "The Role of Artificial Intelligence in Accounting")](https://www.g2.com/articles/the-role-of-artificial-intelligence-in-accounting) [ ### The Role of Artificial Intelligence in Accounting ](https://www.g2.com/articles/the-role-of-artificial-intelligence-in-accounting) Accounting is one of the most important, yet daunting and expensive departments in almost all companies. Accountants oversee all financial operations of a business to help it run smoothly and efficiently. These include preparing and analyzing financial statements (e.g., cash flow, income statement, balance sheet), paying taxes on time, and maintaining the companies’ general ledger (GL). All these tasks require a great deal of human interaction that takes time and money; no matter how careful an employee may be, there is always the chance for human error, which could snowball and lead to devastating financial results in the future. [ ![Nathan Calabrese](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nathan Calabrese") NC ](https://learn.g2.com/author/nathan-calabrese) by Nathan Calabrese [![Tech Companies Bridging the Gap Between AI and Automation](https://learn.g2.com/hubfs/G2CM_BI141_Backlog_Images-%5BAI_and_Automation%5D_V1a.png "Tech Companies Bridging the Gap Between AI and Automation")](https://www.g2.com/articles/tech-companies-bridging-the-gap-of-ai-and-automation) [ ### Tech Companies Bridging the Gap Between AI and Automation ](https://www.g2.com/articles/tech-companies-bridging-the-gap-of-ai-and-automation) Automation and artificial intelligence (AI) are important, interrelated tools that help organizations streamline their processes and add intelligence to their workflows. They allow businesses to reach organizational goals by automating business processes, whereby they can increase efficiency and adapt to new business procedures.  [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![How COVID-19 Is Impacting Data Professionals](https://learn.g2.com/hubfs/young-woman-holding-a-stethoscope-3758765.jpg "How COVID-19 Is Impacting Data Professionals")](https://www.g2.com/articles/covid-19-impact-on-data-professionals) [ ### How COVID-19 Is Impacting Data Professionals ](https://www.g2.com/articles/covid-19-impact-on-data-professionals) Remote work isn't the future. It's a current reality, with nearly 75% of U.S. workers working remotely at least some of the time, according to Owl Labs' State of Remote Work 2019 Report. Data scientists and other data professionals are no exception to the rule and are able to bring their work home with them if and when the need, or desire, arises. However, a switch to remote work isn't as straightforward as simply taking a work laptop home. [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![True Data Protection Demands More Than Just Regulation](https://sell.g2.com/hubfs/black-android-smartphone-on-top-of-white-book-39584.jpg "True Data Protection Demands More Than Just Regulation")](https://www.g2.com/articles/data-protection-demands-more-than-regulation) [ ### True Data Protection Demands More Than Just Regulation ](https://www.g2.com/articles/data-protection-demands-more-than-regulation) I’ll let you in on a (poorly kept) secret: The use of advanced analytics and other AI-powered capabilities that help users manage and interrogate data isn't new. The practice has been around far longer than the current bubble of hype surrounding AI has been inflating. [ ![Tom Pringle](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tom Pringle") TP ](https://learn.g2.com/author/tom-pringle) by Tom Pringle [![What Is the Future of Machine Learning? We Asked 5 Experts](https://learn.g2crowd.com/hubfs/future-of-machine-learning.jpg "What Is the Future of Machine Learning? We Asked 5 Experts")](https://www.g2.com/articles/future-of-machine-learning) [ ### What Is the Future of Machine Learning? We Asked 5 Experts ](https://www.g2.com/articles/future-of-machine-learning) Forget what you may have heard. Machine learning isn’t some new concept or study in its infancy. [ ![Devin Pickell](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Devin Pickell") DP ](https://learn.g2.com/author/devin-pickell) by Devin Pickell Show More ## Data Science and Machine Learning Platforms Glossary Terms [![Algorithmic Bias](https://learn.g2.com/hubfs/G2CM_GI653_Glossary_Article_Images_%5BAlgorithmic_Bias%5D_V1b.png "Algorithmic Bias")](https://www.g2.com/glossary/algorithmic-bias-definition) [Algorithmic Bias](https://www.g2.com/glossary/algorithmic-bias-definition) Algorithmic bias is a systematic AI error that generates unfair outcomes based on race, age, or gender. Learn its types, examples, and prevention. by Washija Kazim [![Machine learning operationalization (MLOps)](https://learn.g2.com/hubfs/MLOps.png "Machine learning operationalization (MLOps)")](https://www.g2.com/glossary/machine-learning-operationalization-definition) [Machine learning operationalization (MLOps)](https://www.g2.com/glossary/machine-learning-operationalization-definition) Machine learning operationalization is a process or methodology, not a particular type of software. It applies tools and resources to ensure that machine learning projects are run properly and efficiently, including data governance, model management, and model deployment. by Matthew Miller [![Parallel Processing](https://learn.g2.com/hubfs/Parallel%20Processing.png "Parallel Processing")](https://www.g2.com/glossary/parallel-processing-definition) [Parallel Processing](https://www.g2.com/glossary/parallel-processing-definition) Parallel processing is a type of computer architecture where tasks are broken down into smaller parts and processed separately to ensure faster processing speeds and increase convenience. by Preethica Furtado ## Data Science and Machine Learning Platforms Discussions 0 Question on: Gemini Enterprise Agent Platform [What is Google Cloud AI Platform used for?](/discussions/what-is-google-cloud-ai-platform-used-for) What is Google Cloud AI Platform used for? for developing, deploying, and managing AI and machine learning models across various domains with any type of data Answered: shiv awasthi on March 4, 2026 Google cloud AI Platform enables us to build Machine learning models, that works on any type and any size of data. Answered: Kamran Syed on March 4, 2026 Vertex AI is Google Cloud’s managed machine learning platform. It’s used to build, train, and deploy ML models at scale. It unifies data, AutoML, and custom training pipelines, making it easier for teams to operationalize AI with integrated monitoring, explainability, and MLOps tools. Answered: Arnes Osmić on April 17, 2026 [See more answers (2)](javascript:void(0);) [Your answer](/discussions/what-is-google-cloud-ai-platform-used-for/comments/new?remote=true) 0 Question on: Gemini Enterprise Agent Platform [What software libraries does cloud ML engine support?](/discussions/what-software-libraries-does-cloud-ml-engine-support) What software libraries does cloud ML engine support? Cloud ML Engine (now part of Vertex AI) supports popular ML frameworks and libraries such as TensorFlow, PyTorch, Scikit‑learn, and XGBoost. This flexibility allows developers to train and serve models using their preferred tools while leveraging Google Cloud’s infrastructure. Answered: Arnes Osmić on March 4, 2026 It's supporting approx all trending libraries. Answered: Jagannath Pradhan on March 4, 2026 Google Cloud ML Engine supports many software libraries, including TensorFlow, scikit-learn, XGBoost, Keras, etc.... Answered: shiv awasthi on March 4, 2026 [See more answers (2)](javascript:void(0);) [Your answer](/discussions/what-software-libraries-does-cloud-ml-engine-support/comments/new?remote=true) 0 Question on: Databricks [What is Lakehouse in Databricks?](/discussions/what-is-lakehouse-in-databricks) What is Lakehouse in Databricks? Lakehouse is a new and open data management architecture solution that combines the best features of the data lake and warehouse. Answered: Bhupendra Rawat on February 28, 2024 Traditional data warehouses used highly structured data that was high-cost but easy to use. Data lakes handles unstructured data at low cost in a way that was difficult to use. Lake house makes it easy to handle both types of data in way that is almost as cheap as a traditional lake and almost as easy as a traditional warehouse Answered: Dr. Ernie Prabhakar on July 13, 2022 Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML. Answered: Brian Kichler on July 13, 2022 What is a Data Lakehouse? A data lakehouse is a new, open data management architecture that combines the flexibility, cost-efficiency, and scale of data lakes with the data management and ACID transactions of data warehouses, enabling business intelligence (BI) and machine learning (ML) on all data. Answered: Cuong Alex on November 10, 2022 [See more answers (3)](javascript:void(0);) [Your answer](/discussions/what-is-lakehouse-in-databricks/comments/new?remote=true) - ‹ Prev‹ Prev - 1 - [2](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=2) - [3](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=3) - [4](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=4) - [5](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=5) - … - [25](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=25) - [26](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=26) - [Next ›Next ›](/categories/data-science-and-machine-learning-platforms/resources?discussions_page=2) ## Data Science and Machine Learning Platforms Reports Mid-Market Grid® Report for Data Science and Machine Learning Platforms Summer 2026 G2 Report: Grid® Report Grid® Report for Data Science and Machine Learning Platforms Summer 2026 G2 Report: Grid® Report Enterprise Grid® Report for Data Science and Machine Learning Platforms Summer 2026 G2 Report: Grid® Report Momentum Grid® Report for Data Science and Machine Learning Platforms Summer 2026 G2 Report: Momentum Grid® Report Small-Business Grid® Report for Data Science and Machine Learning Platforms Summer 2026 G2 Report: Grid® Report Enterprise Grid® Report for Data Science and Machine Learning Platforms Spring 2026 G2 Report: Grid® Report Small-Business Grid® Report for Data Science and Machine Learning Platforms Spring 2026 G2 Report: Grid® Report Mid-Market Grid® Report for Data Science and Machine Learning Platforms Spring 2026 G2 Report: Grid® Report Grid® Report for Data Science and Machine Learning Platforms Spring 2026 G2 Report: Grid® Report Momentum Grid® Report for Data Science and Machine Learning Platforms Spring 2026 G2 Report: Momentum Grid® Report