### Contents - [**Articles**](#resources-articles) - [**Glossary Terms**](#resources-glossary_terms) - [**Discussions**](#resources-discussions) - [**Reports**](#resources-reports) # Machine Learning Software Resources ##### Articles, Glossary Terms, Discussions, and Reports to expand your knowledge on Machine Learning Software 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) ## Machine Learning Software Articles [![What Is Image Annotation? Types, Use Cases and More](https://learn.g2.com/hubfs/G2CM_FI1003_Learn_Article_Images_%5Bimage_annotation%5D_V1a.png "What Is Image Annotation? Types, Use Cases and More")](https://www.g2.com/articles/image-annotation) [ ### What Is Image Annotation? Types, Use Cases and More ](https://www.g2.com/articles/image-annotation) Be it B2B or B2C industry, the race to step up in artificial intelligence domain is bubbling on the surface with computer vision techniques like image annotation. [ ![Holly Landis](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Holly Landis") HL ](https://learn.g2.com/author/holly-landis) by Holly Landis [![Supervised vs. Unsupervised Learning: Differences Explained](https://learn.g2.com/hubfs/G2CM_FI1027_Learn_Article_Images_%5Bsupervised_vs_unsupervised_learning%5D_V1b.png "Supervised vs. Unsupervised Learning: Differences Explained")](https://www.g2.com/articles/supervised-vs-unsupervised-learning) [ ### Supervised vs. Unsupervised Learning: Differences Explained ](https://www.g2.com/articles/supervised-vs-unsupervised-learning) With the progression of advanced machine learning inventions, strategies like supervised and unsupervised learning are floating more in the market. [ ![Alyssa Towns](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Alyssa Towns") AT ](https://learn.g2.com/author/alyssa-towns) by Alyssa Towns [![What Are Vector Embeddings? Explore Its Role in AI Models](https://learn.g2.com/hubfs/G2CM_FI1021_Learn_Article_Images_%5Bvector_embedding%5D_V1a.png "What Are Vector Embeddings? Explore Its Role in AI Models")](https://www.g2.com/articles/vector-embedding) [ ### What Are Vector Embeddings? Explore Its Role in AI Models ](https://www.g2.com/articles/vector-embedding) Vector embeddings are numerical representations of data that help computers better understand that data and its representations. They’re like changing words into a special, unique code made with numbers. [ ![Sagar Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sagar Joshi") SJ ](https://learn.g2.com/author/sagar-joshi) by Sagar Joshi [![What Is Machine Learning? Benefits And Unique Applications](https://learn.g2.com/hubfs/_learn-machine-learning@2x.png "What Is Machine Learning? Benefits And Unique Applications")](https://www.g2.com/articles/what-is-machine-learning) [ ### What Is Machine Learning? Benefits And Unique Applications ](https://www.g2.com/articles/what-is-machine-learning) Imagine a world where computers can learn and adapt on their own. No longer stuck doing just what we program them to do, machines will be able to understand, analyze, and even predict how people behave. This isn’t just a dream; it’s a reality we are quickly moving toward.In today’s information-filled world, the amount of data can be overwhelming. While it’s easy to collect data, the real challenge is finding useful insights from all that information. This is where machine learning comes in. [ ![Amal Joby](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amal Joby") AJ ](https://learn.g2.com/author/amal-joby) by Amal Joby [![What Is a Support Vector Machine? How It Classifies Objects](https://learn.g2.com/hubfs/G2CM_FI416_Learn_Article_Images-%5BRegression_Analysis%5D_V1b.png "What Is a Support Vector Machine? How It Classifies Objects")](https://www.g2.com/articles/support-vector-machine) [ ### What Is a Support Vector Machine? How It Classifies Objects ](https://www.g2.com/articles/support-vector-machine) Vladimir N. Vapnik developed support vector machine (SVM) algorithms to tackle classification problems in the 1990s. These algorithms find an optimal hyperplane, which is a line in a 2D or a 3D plane, between two dataset categories to distinguish between them.  [ ![Sagar Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sagar Joshi") SJ ](https://learn.g2.com/author/sagar-joshi) by Sagar Joshi [![Feature Extraction: How to Make Data Processing Easier](https://learn.g2.com/hubfs/G2CM_FI1102_Learn_Article_Images-%5Bfeature_extraction%5D_V1b.png "Feature Extraction: How to Make Data Processing Easier")](https://www.g2.com/articles/feature-extraction) [ ### Feature Extraction: How to Make Data Processing Easier ](https://www.g2.com/articles/feature-extraction) Feature extraction pulls the most helpful information from a large amount of data. It helps you make sense of overwhelming raw data that can be tricky to work with, especially in machine learning applications.  [ ![Sagar Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sagar Joshi") SJ ](https://learn.g2.com/author/sagar-joshi) by Sagar Joshi [![What is Image Processing? Examples, Types, and Benefits](https://learn.g2.com/hubfs/G2CM_FI1056_Learn_Article_Images_%5Bimage_processing%5D_V1b.png "What is Image Processing? Examples, Types, and Benefits")](https://www.g2.com/articles/image-processing) [ ### What is Image Processing? Examples, Types, and Benefits ](https://www.g2.com/articles/image-processing) We see thousands of images every day, online and out in the real world. It’s likely that the images have been changed in some way before being released into the wild.  [ ![Holly Landis](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Holly Landis") HL ](https://learn.g2.com/author/holly-landis) by Holly Landis [![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 TinyML? A Brief Introduction And Benefits](https://learn.g2.com/hubfs/active%20learning%20machine%20learning%20%281%29.png "What Is TinyML? A Brief Introduction And Benefits")](https://www.g2.com/articles/introduction-to-tinyml) [ ### What Is TinyML? A Brief Introduction And Benefits ](https://www.g2.com/articles/introduction-to-tinyml) When you hear the word machine learning (ML), do you instantly picture a large room of servers, sweating profusely, to crunch huge volumes of data? [ ![Amal Joby](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amal Joby") AJ ](https://learn.g2.com/author/amal-joby) by Amal Joby [![What Is Data Mining? How It Works, Techniques, and Examples](https://learn.g2.com/hubfs/G2CM_BI021_Backlog_Images-%5BData_Mining%5D_V1a.png "What Is Data Mining? How It Works, Techniques, and Examples")](https://www.g2.com/articles/data-mining) [ ### What Is Data Mining? How It Works, Techniques, and Examples ](https://www.g2.com/articles/data-mining) Brittany Kaiser, former Director of Business Development for Cambridge Analytica, stated in Netflix’s The Great Hack that data is now more valuable than oil. [ ![Mara Calvello](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mara Calvello") MC ](https://learn.g2.com/author/mara-calvello) by Mara Calvello [![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 [![50 Autonomous Vehicle Statistics to Drive You Crazy in 2024](https://learn.g2.com/hubfs/_learn-self-driving-vehicle-statistics@2x.png "50 Autonomous Vehicle Statistics to Drive You Crazy in 2024")](https://www.g2.com/articles/self-driving-vehicle-statistics) [ ### 50 Autonomous Vehicle Statistics to Drive You Crazy in 2024 ](https://www.g2.com/articles/self-driving-vehicle-statistics) Let your car drive itself to you. [ ![Aayushi Sanghavi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Aayushi Sanghavi") AS ](https://learn.g2.com/author/aayushi-sanghavi) by Aayushi Sanghavi [![Claim Peace of Mind: Decode the Work of Insurance Adjusters](https://learn.g2.com/hubfs/G2CM_FI718_Learn_Articles_Images_%5BInsurance_Adjustors%5D_V1a.png "Claim Peace of Mind: Decode the Work of Insurance Adjusters")](https://www.g2.com/articles/insurance-adjuster) [ ### Claim Peace of Mind: Decode the Work of Insurance Adjusters ](https://www.g2.com/articles/insurance-adjuster) Like the saying, "When life gives you lemons, make lemonade," we often find ways to make the best out of difficult situations. [ ![Devyani Mehta](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Devyani Mehta") DM ](https://learn.g2.com/author/devyani-mehta) by Devyani Mehta [![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 [![AWS re:Invent 2021 Roundup: A G2 Perspective](https://learn.g2.com/hubfs/AWS%20reinvent-AJ.jpg "AWS re:Invent 2021 Roundup: A G2 Perspective")](https://www.g2.com/articles/aws-reinvent-2021-roundup-a-g2-perspective) [ ### AWS re:Invent 2021 Roundup: A G2 Perspective ](https://www.g2.com/articles/aws-reinvent-2021-roundup-a-g2-perspective) After almost a year filled with virtual-only events, Amazon Web Services (AWS) hosted the learning conference, AWS re:Invent 2021, from November 29 to December 3, 2021. Several announcements impacting cloud, computing, networking, database, and machine learning were made. [ ![Amal Joby](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amal Joby") AJ ](https://learn.g2.com/author/amal-joby) by Amal Joby [![Democratizing AI With Low-Code and No-Code Machine Learning Platforms](https://learn.g2.com/hubfs/ML-No%20code-%20Low%20code.jpg "Democratizing AI With Low-Code and No-Code Machine Learning Platforms")](https://www.g2.com/articles/low-code-and-no-code-machine-learning-platforms) [ ### Democratizing AI With Low-Code and No-Code Machine Learning Platforms ](https://www.g2.com/articles/low-code-and-no-code-machine-learning-platforms) Mastering machine learning (ML) isn’t easy. [ ![Amal Joby](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amal Joby") AJ ](https://learn.g2.com/author/amal-joby) by Amal Joby [![What Is Statistical Modeling? When and Where to Use It](https://learn.g2.com/hubfs/G2CM_FI095_Learn_Article_Images-%5BStatistical_Modeling%5D_V1a.png "What Is Statistical Modeling? When and Where to Use It")](https://www.g2.com/articles/statistical-modeling) [ ### What Is Statistical Modeling? When and Where to Use It ](https://www.g2.com/articles/statistical-modeling) You can interpret data in multiple ways. [ ![Sagar Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sagar Joshi") SJ ](https://learn.g2.com/author/sagar-joshi) by Sagar Joshi [![Quantum Computing: Myth or Reality?](https://learn.g2.com/hubfs/computers.jpg "Quantum Computing: Myth or Reality?")](https://www.g2.com/articles/quantum-computing) [ ### Quantum Computing: Myth or Reality? ](https://www.g2.com/articles/quantum-computing) Classical computing has come a long way, from solving simple mathematical problems to using additional resources to solve highly complex tasks. However, the limitations of classical computing prevent it from solving the much more complex challenges the world faces today, and that's where quantum computing steps in.  [ ![Preethica Furtado](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Preethica Furtado") PF ](https://learn.g2.com/author/preethica-furtado) by Preethica Furtado [![2021 Trends in Software Development](https://learn.g2.com/hubfs/laptop%20with%20code%20trends%202021.jpg "2021 Trends in Software Development")](https://www.g2.com/articles/software-development-trends-2021) [ ### 2021 Trends in Software Development ](https://www.g2.com/articles/software-development-trends-2021) This post is part of G2's 2021 digital trends series. Read more about G2’s perspective on digital transformation trends in an introduction from Michael Fauscette, G2's chief research officer and Tom Pringle, VP, market research, and additional coverage on trends identified by G2’s analysts. [ ![Adam Crivello](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Adam Crivello") AC ](https://learn.g2.com/author/adam-crivello) by Adam Crivello [![2021 Trends in Accounting and Finance](https://learn.g2.com/hubfs/accounting%20and%20finance%20trends.jpg "2021 Trends in Accounting and Finance")](https://www.g2.com/articles/accounting-finance-trends-2021) [ ### 2021 Trends in Accounting and Finance ](https://www.g2.com/articles/accounting-finance-trends-2021) This post is part of G2's 2021 digital trends series. Read more about G2’s perspective on digital transformation trends in an introduction from Michael Fauscette, G2's chief research officer and Tom Pringle, VP, market research, and additional coverage on trends identified by G2’s analysts. [ ![Nathan Calabrese](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nathan Calabrese") NC ](https://learn.g2.com/author/nathan-calabrese) by Nathan Calabrese [![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 [![When Platforms Collide, Analytics Evolves](https://learn.g2.com/hubfs/airport-bolt-bright-danger-355989.jpg "When Platforms Collide, Analytics Evolves")](https://www.g2.com/articles/when-platforms-collide-analytics-evolves) [ ### When Platforms Collide, Analytics Evolves ](https://www.g2.com/articles/when-platforms-collide-analytics-evolves) Within the enterprise tech space, the seemingly endless evolution of data-driven insights continues apace—but when will it end?  [ ![Tom Pringle](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tom Pringle") TP ](https://learn.g2.com/author/tom-pringle) by Tom Pringle [![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 Generative Design Supports Sustainability](https://sell.g2.com/hubfs/time-lapse-photo-of-stars-on-night-924824.jpg "How Generative Design Supports Sustainability")](https://www.g2.com/articles/how-generative-design-supports-sustainability) [ ### How Generative Design Supports Sustainability ](https://www.g2.com/articles/how-generative-design-supports-sustainability) About seven years ago, 3D printing was all the rage. For a few months, even years, it was one of the most discussed technologies on the market, with the potential to truly revolutionize how we manufacture. [ ![Michael Gigante](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Michael Gigante") MG ](https://learn.g2.com/author/michael-gigante) by Michael Gigante [![Data Mining Techniques You Need to Unlock Quality Insights](https://sell.g2.com/hubfs/iStock-1165801078.jpg "Data Mining Techniques You Need to Unlock Quality Insights")](https://www.g2.com/articles/data-mining-techniques) [ ### Data Mining Techniques You Need to Unlock Quality Insights ](https://www.g2.com/articles/data-mining-techniques) In today's rapidly growing technological workspace, businesses have more data than ever before. [ ![Mara Calvello](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mara Calvello") MC ](https://learn.g2.com/author/mara-calvello) by Mara Calvello [![The Data Toolbox: The Expanding Domain of AI & Analytics](https://learn.g2.com/hubfs/G2CM_BI113_Backlog_Images_%5BAi_analytics%5D_V1a.png "The Data Toolbox: The Expanding Domain of AI & Analytics")](https://www.g2.com/articles/the-expanding-domain-of-ai-analytics) [ ### The Data Toolbox: The Expanding Domain of AI & Analytics ](https://www.g2.com/articles/the-expanding-domain-of-ai-analytics) Killer robots. Threatening humanoids. Robo-apocalypses and evil robots taking over the world. (Just kidding.) [ ![Matthew Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Matthew Miller") MM ](https://learn.g2.com/author/matthew-miller) by Matthew Miller [![What Is Fileless Malware and How Do Attacks Occur?](https://learn.g2.com/hubfs/G2CM_BI066_Backlog_Images_%5BFileless_Malware%5D_V1a.png "What Is Fileless Malware and How Do Attacks Occur?")](https://www.g2.com/articles/what-is-fileless-malware-and-how-attacks-occur) [ ### What Is Fileless Malware and How Do Attacks Occur? ](https://www.g2.com/articles/what-is-fileless-malware-and-how-attacks-occur) Fileless malware attacks are on the rise as more hackers use it to disguise their nefarious activities. These threats leverage a computer’s existing, whitelisted applications and computing power against itself. This is what security professionals refer to as “live off the land” threats.  [ ![Aaron Walker](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Aaron Walker") AW ](https://learn.g2.com/author/aaron-walker) by Aaron Walker [![AI in Fintech: Use Cases and Impact](https://learn.g2.com/hubfs/architecture-buildings-city-219692.jpg "AI in Fintech: Use Cases and Impact")](https://www.g2.com/articles/ai-in-fintech-use-cases-and-impact) [ ### AI in Fintech: Use Cases and Impact ](https://www.g2.com/articles/ai-in-fintech-use-cases-and-impact) Artificial intelligence (AI) has proven useful to financial services institutions in multiple ways. From detecting potentially fraudulent charges to automating complex credit and loan processes, AI-powered fintech has proven invaluable when it comes to internally engineering value for financial services institutions. [ ![Patrick Szakiel](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Patrick Szakiel") PS ](https://learn.g2.com/author/patrick-szakiel) by Patrick Szakiel [![5 Clever Examples of How Machine Learning is Used Today](https://learn.g2crowd.com/hubfs/machine-learning-examples.jpg "5 Clever Examples of How Machine Learning is Used Today")](https://www.g2.com/articles/machine-learning-examples) [ ### 5 Clever Examples of How Machine Learning is Used Today ](https://www.g2.com/articles/machine-learning-examples) If you used Google, Spotify, or Uber in the past week, you’ve engaged with products that utilize machine learning. [ ![Devin Pickell](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Devin Pickell") DP ](https://learn.g2.com/author/devin-pickell) by Devin Pickell [![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 ## Machine Learning Software Glossary Terms [![Data Ingestion](https://learn.g2.com/hubfs/G2CM_GI759_Glossary_Article_Images-%5Bdata_ingestion%5D_V1a.png "Data Ingestion")](https://www.g2.com/glossary/data-ingestion-definition) [Data Ingestion](https://www.g2.com/glossary/data-ingestion-definition) Data ingestion moves data from various sources to a target site for analysis. Learn more about its types, use cases, and benefits. by Sagar Joshi [![Optical Character Recognition](https://learn.g2.com/hubfs/G2CM_GI754_Glossary_Article_Images-%5Boptical_character_recognition%5D_V1b.png "Optical Character Recognition")](https://www.g2.com/glossary/optical-character-recognition-definition) [Optical Character Recognition](https://www.g2.com/glossary/optical-character-recognition-definition) Optical character recognition (OCR) is a technological process of picking up machine-readable text from an image. Learn about its types and applications. by Sagar Joshi [![Text Mining](https://learn.g2.com/hubfs/G2CM_GI671_Glossary_Article_Images-%5Btext_mining%5D_V1b.png "Text Mining")](https://www.g2.com/glossary/text-mining-definition) [Text Mining](https://www.g2.com/glossary/text-mining-definition) Text mining automatically transforms unstructured textual data into easily analyzed structured data. Learn more about its techniques and applications. by Kelly Fiorini [![Beam Search](https://learn.g2.com/hubfs/beam%20search.png "Beam Search")](https://www.g2.com/glossary/beam-search-definition) [Beam Search](https://www.g2.com/glossary/beam-search-definition) Beam search is a heuristic search algorithm that uses the promising node in a limited set to explore a graph. Learn its importance and various variants. by Sudipto Paul [![Machine Learning](https://learn.g2.com/hubfs/G2CM_GI702_Glossary_Article_Images-%5Bmachine_learning%5D_V1a.png "Machine Learning")](https://www.g2.com/glossary/machine-learning-definition) [Machine Learning](https://www.g2.com/glossary/machine-learning-definition) What is machine learning and why is it important as a software feature? Our G2 guide can help you understand machine learning and popular software with machine learning features. by Anthony Orso ## Machine Learning Software Discussions 0 Question on: PyTorch [What can you do with PyTorch?](/discussions/what-can-you-do-with-pytorch) What can you do with PyTorch? PyTorch is mostly used to train large ML/DL models. Answered: Avanish Gupta on May 19, 2022 [Your answer](/discussions/what-can-you-do-with-pytorch/comments/new?remote=true) 0 Question on: machine-learning in Python [What is Python with machine learning?](/discussions/what-is-python-with-machine-learning) What is Python with machine learning? Firstly python is just a way to get machine learning things get done not inter related to machine learning. But using python in machine learning will help developers to achieve goal in an easy manner because of thousands of libraries and community help offcourse you can get solution in stackoverflow for your questions. By writing few very few lines of code developer can get the whole summary of a dataset. And learning Ml with python is very easy. It lets the user to concentrate on ml concepts rather than wasting time in writing code :) Answered: Sanjaykumar Dabli on March 31, 2022 [Your answer](/discussions/what-is-python-with-machine-learning/comments/new?remote=true) - [‹ Prev‹ Prev](/categories/machine-learning/resources?discussions_page=24) - [1](/categories/machine-learning/resources) - [2](/categories/machine-learning/resources?discussions_page=2) - … - [21](/categories/machine-learning/resources?discussions_page=21) - [22](/categories/machine-learning/resources?discussions_page=22) - [23](/categories/machine-learning/resources?discussions_page=23) - [24](/categories/machine-learning/resources?discussions_page=24) - 25 - Next ›Next › ## Machine Learning Software Reports Mid-Market Grid® Report for Machine Learning Summer 2026 G2 Report: Grid® Report Grid® Report for Machine Learning Summer 2026 G2 Report: Grid® Report Enterprise Grid® Report for Machine Learning Summer 2026 G2 Report: Grid® Report Momentum Grid® Report for Machine Learning Summer 2026 G2 Report: Momentum Grid® Report Small-Business Grid® Report for Machine Learning Summer 2026 G2 Report: Grid® Report Enterprise Grid® Report for Machine Learning Spring 2026 G2 Report: Grid® Report Small-Business Grid® Report for Machine Learning Spring 2026 G2 Report: Grid® Report Mid-Market Grid® Report for Machine Learning Spring 2026 G2 Report: Grid® Report Grid® Report for Machine Learning Spring 2026 G2 Report: Grid® Report Momentum Grid® Report for Machine Learning Spring 2026 G2 Report: Momentum Grid® Report