Software:Watsonx

watsonx

Developer(s)	IBM
Initial release	May 9, 2023; 14 months ago (2023-05-09)^[1]
Written in	Python
Engine	Multiple LLMs
Platform	Cloud computing platforms
Type	Chatbot AI Fine-tuning of large language models Generative pre-trained transformer
License	Proprietary

Machine learning and data mining

Problems Classification Clustering Regression Anomaly detection AutoML Association rules Reinforcement learning Structured prediction Feature engineering Feature learning Online learning Semi-supervised learning Unsupervised learning Learning to rank Grammar induction
Supervised learning (classification • regression) Decision trees Ensembles Bagging Boosting Random forest k-NN Linear regression Naive Bayes Artificial neural networks Logistic regression Perceptron Relevance vector machine (RVM) Support vector machine (SVM)
Clustering BIRCH CURE Hierarchical k-means Expectation–maximization (EM) DBSCAN OPTICS Mean-shift
Dimensionality reduction Factor analysis CCA ICA LDA NMF PCA t-SNE
Structured prediction Graphical models Bayes net Conditional random field Hidden Markov
Anomaly detection k-NN Local outlier factor
Artificial neural networks Autoencoder Deep learning DeepDream Multilayer perceptron RNN LSTM GRU Restricted Boltzmann machine GAN SOM Convolutional neural network U-Net
Reinforcement learning Q-learning SARSA Temporal difference (TD)
Theory Bias–variance dilemma Computational learning theory Empirical risk minimization Occam learning PAC learning Statistical learning VC theory
Machine-learning venues NeurIPS ICML ML JMLR ArXiv:cs.LG
Glossary of artificial intelligence Glossary of artificial intelligence
Related articles List of datasets for machine-learning research Outline of machine learning
v t e

Watsonx is IBM's commercial generative AI and scientific data platform based on cloud. It offers a studio, data store, and governance toolkit. It supports multiple LLMs including IBM's own Granite and ones that are available on Hugging Face.^[2]

The platform is described as an AI tool tailed to companies and a one which can be customized for customers' needs and trained on their confidential data, as client data is said to be not collected by IBM for further training of their models. Its also capable of fine-tuning, an approach which makes training pre-trained models on the newly introduced data possible.^[3]

History

Watsonx is revealed on May 9, 2023 at annual Think conference of IBM as a platform that includes multiple services. Just like Watson AI computer with the similar name, Watsonx was named after Thomas J. Watson, IBM's founder and first CEO.^[4]

Watsonx is currently used at ESPN's Fantasy Football App for managing players' performance.^[5]

Services

watsonx.ai

Watsonx.ai is a platform that allows AI developers to leverage a wide range of LLMs provided by IBM and the Hugging Face community for a diverse set of AI development tasks. These models come pre-trained and are designed to excel in various Natural Language Processing (NLP) applications, encompassing question answering, content generation, summarization, text classification, and data extraction. The platform allows fine-tuning, allowing those models to learn the data provided by customers.^[6]

watsonx.data

Watsonx.data is a platform designed to assist clients in addressing issues related to data volume, complexity, cost, and governance as they scale their AI workloads. This platform facilitates seamless data access, whether the data is stored in the cloud or on-premises, through a single entry point, offering simple use for users who may not possess technical expertise. This approach prioritizes data security and compliance.^[6]

watsonx.governance

Watsonx.governance is a platform that utilizes IBM's AI governance capabilities to support organizations in implementing comprehensive AI lifecycle governance. This helps them manage risks and maintain compliance with evolving AI and industry regulations. The platform allows organizations to reduce AI bias by overseeing their AI initiatives, leveraging software automation to enhance risk mitigation, regulatory compliance, and ethical considerations.^[6]

References

External links

v t e IBM
History	History of IBM Mergers and acquisitions Think (motto) Operating Systems
Products	IBM Cloud IBM Cognos Analytics Watson Cell microprocessor Power Systems Personal Computer Mainframe Information Management Software Lotus Software Rational Software SPSS ILOG Tivoli Software: Service Automation Manager WebSphere alphaWorks Criminal Reduction Utilising Statistical History Mashup Center PureQuery Redbooks FlashSystem Fortran Connections Q System One
Business entities	IBM Aspera Center for The Business of Government Global Services IBM Hybrid Cloud International subsidiaries jStart Kenexa Research The Weather Company (Weather Underground) Watson Health
Facilities	Towers 1250 René-Lévesque, Montreal, QC One Atlantic Center, Atlanta, GA Software Labs Rome Software Lab Toronto Software Lab IBM Buildings 330 North Wabash, Chicago, IL Johannesburg Seattle Research Labs Africa Almaden Austin Laboratory Australia Brazil China Laboratory Haifa Laboratory India Laboratory Ireland Thomas J. Watson Center, New York Tokyo Zurich Laboratory Facilities Hakozaki Facility Yamato Facility Cambridge Scientific Center IBM Hursley Canada Head Office Building IBM Rochester Somers Office Complex
Initiatives	Academy of Technology Centers for Advanced Studies: CASCON Deep Thunder IBM Fellow Pulse conference The Great Mind Challenge DeveloperWorks: Develothon Linux Technology Center IBM Virtual Universe Community Smarter Planet World Community Grid
Inventions	Automated teller machine Electronic keypunch Hard disk drive Floppy disk DRAM Relational model Selectric typewriter Financial swaps Universal Product Code Magnetic stripe card Sabre airline reservation system Scanning tunneling microscope
Terminology	Globally Integrated Enterprise Commercial Processing Workload Consumability e-business
CEOs	Thomas J. Watson (1914–1956) Thomas Watson Jr. (1956–1971) T. Vincent Learson (1971–1973) Frank T. Cary (1973–1981) John R. Opel (1981–1985) John Fellows Akers (1985–1993) Louis V. Gerstner Jr. (1993–2002) Samuel J. Palmisano (2002–2011) Ginni Rometty (2012–present)
Board of directors	Alain Belda William R. Brody Kenneth Chenault Michael L. Eskew David Farr Shirley Ann Jackson Andrew N. Liveris James McNerney James W. Owens Samuel J. Palmisano Virginia M. Rometty Joan E. Spero Sidney Taurel Lorenzo Zambrano
Other	A Boy and His Atom Common Public License/IBM Public License Customer engineer Deep Blue Deep Thought Dynamic infrastructure GUIDE International IBM and the Holocaust IBM international chess tournament Lucifer cipher Mathematica IBM Plex SHARE computing ScicomP Quantum Experience

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