<?xml version="1.0" encoding="UTF-8"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1"><url><loc>https://data-hub.hubs.vidyard.com/watch/xPMAvapkvPjMVF95TgV8xQ</loc><video:video><video:title>Using Machine Learning to Detect Money Laundering</video:title><video:description><![CDATA[In this talk, Maria (Mahtab) Kamali, Data Scientist at Thomson Reuters, will present new machine learning methods employed to discover money laundering patterns.

Money laundering is the process of transferring profit from crime and illegal activities into legitimate assets. Based on the United Nations Office on Drugs and Crime, 2 to 5% of global GDP, or $800 billion - $2 trillion, is laundered globally on an annual basis. The laundered money often finances drug trafficking, human trafficking and terrorist activities. 

Advanced analytic techniques are increasingly being employed to identify and reduce illegal activities such as money laundering. Machine Learning (ML) is playing an increasingly important role by way of two main mechanisms: transaction behavioural pattern analysis and network structure. Many financial institutions combine these two mechanisms to construct a rule-based system to flag suspicious transactions. A challenge is that these systems can generate significant false positives which require tedious resource-intensive investigations. Such rule-based systems are also challenged when seeking to detect new patterns and/or activities. Modern data mining and machine learning methods can help financial institutions reduce system-generated false positives.]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/2325456/eXMuCUS8xZjVrxoUTi7Va_tJNS5wcFIV.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/xPMAvapkvPjMVF95TgV8xQ.html?video_id=2325456&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/jGWfgKNNwyboR4k641B4pQ/hd.mp4?hbJz3SC-7Ke5lxgsj2-Kx3pSMMjUQq5O3cCKGYWqtnkeALSdZitx9Y_DcDhyrp5uKcyJkQYAUMtg-UZYRIuWuBKR-6P0Vz9uiyj_WreR</video:content_loc><video:duration>2345</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/SWE6ZM6XdNXz8pyMSK3eAB</loc><video:video><video:title>Demystifying Development on the Ethereum Blockchain Using Smart Contracts Final</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/2324935/V92CHL0DbTJc50wiAc1IlfiHGGouZ1ZG.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/SWE6ZM6XdNXz8pyMSK3eAB.html?video_id=2324935&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/esN3CTZXqyN4BrNX8p5awQ/hd.mp4?lWMO-POW78SHHnaoehIpivsPXC-_ewRwgDCIdeTsQe5Erev575hct0Hfd-oeR7SxwvI3irjkWdka0JzFiqrVsPrrzChOyswxl1THIcFl</video:content_loc><video:duration>3709</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/bLdFDzxMSyV2UfGsab3uCx</loc><video:video><video:title>Data Hub Sessions - Lessons Learned Through Developing Hockeystick Final</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/2325359/9pEvDlzQyXSWY3nFEM4Iecil-fCEl_G5.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/bLdFDzxMSyV2UfGsab3uCx.html?video_id=2325359&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/rYPGK_OYqRvrWJ3rlXOojA/hd.mp4?LpIJsFZLJeJMT9Ut0Do0UeBYHZ-silAazE6-0rHQ74kj4Mi4HSfXpiMWhqDGDHPE27f1d5Vw0oW-c713zhurD61B6V7le9nnUdtN2LNM</video:content_loc><video:duration>3057</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/gAngQ5wcEpTcsLE1cKMbgj</loc><video:video><video:title>Data Hub Sessions - Paul Lucier of ISARA - Quantum Computers Are Already A Security Threat</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/2318448/uhe6Uif20rS31OlSGPmpdjcwepHThK5l.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/gAngQ5wcEpTcsLE1cKMbgj.html?video_id=2318448&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/AzVGTXayFST7j8O_4OmnvA/hd.mp4?IA3utJv4ltxe22DbJz6r4f1CV2dMZRUV23_-F-ppMfAaPhQmN7-ePbY6pBNAixVwKVNzOrifcXyacCLOceRWbzuDl5_w2XAQ1FxEEpQu</video:content_loc><video:duration>3182</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/rf9pP98Rbt1zteZGPPF9ub</loc><video:video><video:title>Data Hub Sessions - Extracting Value from External Data</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/2909540/01K86Cd7jfI5wzSCyHYqVQsBzkK7EsE1.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/rf9pP98Rbt1zteZGPPF9ub.html?video_id=2909540&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/d01M-dFZCA22VZVCLi1tDQ/hd.mp4?eR2eTrXnxNGZw8qFUL7r0wKis0oMUtTmhGY2cXpP_Vat-zB1eH-Vs2-d9vSh5dQgsiz0uXxAOqd55GQ29dpYsZYDfZ5PaAiveMNqnoxN</video:content_loc><video:duration>3234</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/LLAdtwWzyCyZLipraoeXm5</loc><video:video><video:title>Data Hub Sessions: Sourcing and Using Open Data</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/YRX2XdwDPryXxjwH24yC6A/84d4de4c45242b26ec8250.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/LLAdtwWzyCyZLipraoeXm5.html?video_id=3152367&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/YRX2XdwDPryXxjwH24yC6A/hd.mp4?6HVjHq9277d8ZlQwe0cut1altHFl4VYmOnYSfAUinqJgyj_GJ7z3oyPTxlZnqk2lEX6siStfpbY_qWTenNSbul1tR27-5JHtYC6CeNHX</video:content_loc><video:duration>3317</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/miJKYLa2QcWVr9SYH9Upe3</loc><video:video><video:title>Are we Moving Towards a Technological Singularity?</video:title><video:description><![CDATA[Ever since mathematician I.J. Good speculated about the conception of a first ultraintelligent machine in 1965, it has been hypothesized that a technological singularity will occur where the invention of artificial superintelligence will abruptly trigger runaway technological growth. Ever increasing computational power and network connectivity coupled with advances in data analytics and machine learning are fueling beliefs that unbounded self-evolving systems will soon emerge. In this talk, Professor Pascal Poupart will discuss recent advances in machine learning and data science that are enabling increasingly adaptive systems, as well as limitations that still need to be overcome before a technological singularity occurs.]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/3072961/3uPZS_Ny2rvvLDPasp8wyQ.png</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/miJKYLa2QcWVr9SYH9Upe3.html?video_id=3072961&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/onfgQuektyCKdhw7ahTpbw/hd.mp4?Hx4fvJhueRWCwhK5eiLEwEMfygMONsRv5pONwLfCRQ1z-H6TDFnexwTamtPeNrPcCi6ZzB0PWiL4JHP-xQQNLP1cQ9UAZRNGlTx2mFwa</video:content_loc><video:duration>3998</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/YBX28SNLJzMZjDWgjJpKjn</loc><video:video><video:title>Data Hub Session: How Cognitive Bias is Killing your Media Plan Performance</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/fVoI0KrGPbfWGPV0niENIw/4125989cc4fc281601b916.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/YBX28SNLJzMZjDWgjJpKjn.html?video_id=3713990&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/fVoI0KrGPbfWGPV0niENIw/hd.mp4?EV9rQXw-KTjLN9qHtyq_SrPLW3-k0NHHqeYlR22-qwr9BNKgNuLfSmFeVRVGbqQLAGI6Ykj08Vi3hhrsR53PHLn-a8Wahh8YmJZkJi51</video:content_loc><video:duration>2311</video:duration></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/SW4TGWNgT8Z5AfBTTcgCtG</loc><video:video><video:title>Building Analytics From the Ground Up at High-Growth, Data-Driven Companies</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/VMdC_DOAG7x0nCRRvYQnkg/e76479de519ec467601d7d.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/SW4TGWNgT8Z5AfBTTcgCtG.html?video_id=2284887&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/VMdC_DOAG7x0nCRRvYQnkg/hd.mp4?Diy6pnAhuZwmBX9oUIRgmEXjkdekB2NKSr-4ikYpl9N6CopxIZX9nUu-OwfPRHHnKHttFjpLCnCV106Gf1-3F3bUAAdmuZBtoFiMpuzl</video:content_loc><video:duration>3980</video:duration><video:tag>data hub sessions</video:tag></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/rmRwd51pBHrj76kQ3XgJwJ</loc><video:video><video:title>Data Hub Sessions - Chris Willsher - Establishing a Data Distribution Program</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/2327885/WUt74DwunMnZBAAkLB8zHEWooiuqSxTB.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/rmRwd51pBHrj76kQ3XgJwJ.html?video_id=2327885&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/us9kH-LUVNYWcH33vl8KBw/hd.mp4?n2PVAQafUfDoxH4fm40RNzw0oykOmyn6YBHOAoJsaLcebF4X29jromC93p9OUmt1aq9k8HMxB5Hn3WOcp2WplsMhbAgKUuO4kRPWPFkf</video:content_loc><video:duration>2771</video:duration><video:tag>data hub sessions</video:tag></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/R2D1sXYdCTdV5eSbN5gHb5</loc><video:video><video:title>Building Analytics From the Ground Up at High-Growth, Data-Driven Companies</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/kjvZK0SBy_rMRowRD4oH2w/d78e00cb68543b759f2ca2.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/R2D1sXYdCTdV5eSbN5gHb5.html?video_id=2567657&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/kjvZK0SBy_rMRowRD4oH2w/hd.mp4?hNadqp6rx-wn_iwvkuXRWGTOPdgm6xn70a55ZCqMRW78IbxpWQ-QznkDlNpJew8_EuDfxx04gLdw1KTNRWnT8-B6MUPvODHJVqurOM-a</video:content_loc><video:duration>3299</video:duration><video:tag>data hub sessions</video:tag></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/7rLSZsMjffjEqFRJV88U4B</loc><video:video><video:title>Building Analytics From the Ground Up at High-Growth, Data-Driven Companies</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/eFPTaK6oJABk5yGIY55-Tw/363a00446749f07f2136ad.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/7rLSZsMjffjEqFRJV88U4B.html?video_id=2567662&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/eFPTaK6oJABk5yGIY55-Tw/hd.mp4?Uaq40B2QqAPFALEDg_tTBO1KVZsBFk-PrJZncG5yZ8pZQ-JgfIUkU3tKpaVHlFnnap0G_qeuSL4xEeJrN10mGU2MWJDur1vkUznMm-ie</video:content_loc><video:duration>3265</video:duration><video:tag>data hub sessions</video:tag></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/XEB6AXWAib3JcxhyjQDcde</loc><video:video><video:title>Data Hub Sessions: Responsible Artificial Intelligence</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/custom/GFVYMpn55_yZ4IBhOjI8Eg.png</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/XEB6AXWAib3JcxhyjQDcde.html?video_id=3345766&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/wGFhrPsrnXzVaAxD6THX1Q/hd.mp4?Q7CsihSDmjgxrRj4WupJqaKebHMhJ--Xdg5Zqw0E6l4jaTvquIpvz84yxn-0Lcfo0BEaKLS1jvRKvRLfNdBGFzWj2kHIj2Y9SwvSMEZQ</video:content_loc><video:duration>4865</video:duration><video:tag>data hub sessions</video:tag></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/tqCparDiN31KgTn1m2Fzwg</loc><video:video><video:title>Data Hub Sessions: It's Time To Talk About Ethics in AI</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/custom/bXQgSILIDlU9inVShWDR4w.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/tqCparDiN31KgTn1m2Fzwg.html?video_id=3425116&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/UhOZgpbN9jzTooI4rvSPBQ/hd.mp4?k2CX7We24E_N3e4QTg_JvO1utnKU57OuFKYAuIED1exYI9M8zOOkPA5iKZH8sNYTr0Ex21oxH2SJYSMdv4ocZdAhTBqm_9iQi36cHhsF</video:content_loc><video:duration>3988</video:duration><video:tag>data hub sessions</video:tag></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/watch/fTJk6YSK2HjUd1kzyf28fs</loc><video:video><video:title>CENGN</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/01Y4i_XDkKidLGUnOwmyWw/ecac52614f8a7414b9295f.jpg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/fTJk6YSK2HjUd1kzyf28fs.html?video_id=4015776&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/01Y4i_XDkKidLGUnOwmyWw/hd.mp4?B-_jzuNwEEWDYKAblY9dvwo8B5CeOZKCEA_sBdeLpQRJlBUS5PblhOjntCzFu1FIyA7AWLBFCYK9tNy0cQGIyheOz5LlFbVPtyKM26w-</video:content_loc><video:duration>2870</video:duration><video:gallery_loc title="Path to Market - Commercializing your tech solutions through a CENGN project">https://data-hub.hubs.vidyard.com/watch/fTJk6YSK2HjUd1kzyf28fs</video:gallery_loc></video:video><video:video><video:title>Path to Market - Commercializing your tech solutions through a CENGN project</video:title><video:description><![CDATA[]]></video:description><video:thumbnail_loc>https://cdn.vidyard.com/thumbnails/4005753/wu7vlKiv0iTM5INgnEcKUA.jpeg</video:thumbnail_loc><video:player_loc allow_embed="yes">https://play.vidyard.com/fTJk6YSK2HjUd1kzyf28fs.html?video_id=4005753&amp;amp;</video:player_loc><video:content_loc>https://cdn.vidyard.com/videos/u4odmWtMLVgbCdxyq3_IbA/hd.mp4?Ys9zuxXYtCp_6eo_uu13PNlhXg8m2Oio6PQRSbhqXsBGIrFq9XbhwhLYk3KYdKc_Sv4xpxkBVD21efBUBkdk-OOdKZSqxSWmlo28xHHs</video:content_loc><video:duration>3428</video:duration><video:gallery_loc title="Path to Market - Commercializing your tech solutions through a CENGN project">https://data-hub.hubs.vidyard.com/watch/fTJk6YSK2HjUd1kzyf28fs</video:gallery_loc></video:video></url><url><loc>https://data-hub.hubs.vidyard.com/</loc></url><url><loc>https://data-hub.hubs.vidyard.com/categories/data-hub-sessions</loc></url></urlset>