Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource A Systematic Review of Challenges and Techniques of Privacy-Preserving Machine Learning Subject The topic of the resource Differential privacy; Federated learning; Privacy threats; Privacy-Preserving Machine Learning; SMPC Description An account of the resource Machine learning (ML) techniques are the backbone of Prediction and Recommendation systems, widely used across banking, medicine, and finance domains. ML techniques effectiveness depends mainly on the amount, distribution, and variety of training data that requires varied participants to contribute data. However, its challenging to combine data from multiple sources due to privacy and security concerns, competitive advantages, and data sovereignty. Therefore, ML techniques must preserve privacy when they aggregate, train, and eventually serve inferences. This survey establishes the meaning of privacy in ML, classifies current privacy threats, and describes state-of-the-art mitigation techniques named Privacy-Preserving Machine Learning (PPML) techniques. The paper compares existing PPML techniques based on relevant parameters, thereby presenting gaps in the existing literature and proposing probable future research drifts. 2021, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Tiwari K.; Shukla S.; George J.P. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-290, pp. 19-41. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH Date A point or period of time associated with an event in the lifecycle of the resource 2021-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-16-4486-3_3" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-16-4486-3_3</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85115095792&amp;doi=10.1007%2F978-981-16-4486-3_3&amp;partnerID=40&amp;md5=6a49d3bbca944caa3da0e82a1d1a47c3" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85115095792&amp;doi=10.1007%2f978-981-16-4486-3_3&amp;partnerID=40&amp;md5=6a49d3bbca944caa3da0e82a1d1a47c3</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-981164485-6 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Tiwari K., Christ University, Bangalore, India; Shukla S., Christ University, Bangalore, India; George J.P., Christ University, Bangalore, India