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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt; color: rgb(0, 0, 0);">Good morning, everyone!</span></p>
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<b>iCORE will be hosting a talk by Dr. Evan Krell, this Thursday (4/30) at 4:00 PM. Join us in NRC 2100 or on Teams!</b><span style="color: rgb(0, 0, 0);"><br>
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<span style="font-weight: 700;">Machine Learning Workshop: Imbalanced Data Strategies
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<b>Presenter: </b>Dr. Evan Krell (Naval Research Lab - Marine Meteorology Division)</div>
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<b>Abstract</b>: A major challenge in machine learning is dealing with imbalanced datasets. That is, where the dataset does not have an equal number of samples from each class. In some situations, the dataset can be very imbalanced because of the actual rarity
of certain events, so class balance can not be obtained through additional sampling. For example, to train a model for predicting hurricanes there are very few hurricane examples compared to a massive amount of non-hurricane examples. This makes it difficult
to model extreme events.</div>
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To deal with this, several class balancing methods have been proposed that have become very popular: Random Undersampling, Random Oversampling, SMOTE, and weighted loss functions. While they can be effective at improving skill at predicting the minority class,
they have some major disadvantages. Mainly, the output probability loses any statistical meaning.</div>
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In this workshop, I show that these data balancing methods might not do what you think they are doing and that there is another, simpler, alternative for tuning models under class imbalance that is applied after training the model so that the original probabilities
that represent the training distribution are maintained.<b><br>
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<div style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 11pt;">iCORE Workshops are bi-weekly starting at 4:00pm. They follow iCORE update meetings (3:30PM). All are welcome to both or either meeting.</div>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Date</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Workshop Topic</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Speaker</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">2/19/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Data Compression in Social Networks</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Dr. Chandra Sekharan</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">3/5/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Agentic AI</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Dr Chris Bird</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">3/19/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Fog Prediction proposal</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Abdullah Bdeir</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">3/26/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Fall Detection</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Leana Bouse</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">4/2/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">NO meeting Leana Bouse defense at 1pm</span></p>
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<td style="border-width: medium 1pt 1pt; border-style: none solid solid; border-color: currentcolor rgb(204, 204, 204) rgb(204, 204, 204); padding: 1.5pt 2.25pt; vertical-align: bottom; height: 15.75pt;">
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">4/16/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Data Visualization</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Dr Scott King</span></p>
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<td style="border-width: medium 1pt 1pt; border-style: none solid solid; border-color: currentcolor rgb(204, 204, 204) rgb(204, 204, 204); padding: 1.5pt 2.25pt; vertical-align: bottom; height: 15.75pt;">
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">4/30/2026</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Data Imbalance</span></p>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 11pt;">Dr Evan Krell</span></p>
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<div style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;">________________________________________________________________________________</div>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 15pt;"><b>Microsoft Teams meeting</b></span>
</p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 15pt;"><b>Join:
</b></span><span style="font-size: 15pt; color: rgb(91, 95, 199);"><a href="https://nam12.safelinks.protection.outlook.com/ap/t-59584e83/?url=https%3A%2F%2Fteams.microsoft.com%2Fmeet%2F26478700344166%3Fp%3DJpVaR81fEv3xHdzIe5&data=05%7C02%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C92f9bf33ef524c4bdff008dea484ab98%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C639129087002178242%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=NPiL8fxxnRE7NZMdtjF6Y%2FybzTLlWIUhUDrsizGKkog%3D&reserved=0" originalsrc="https://teams.microsoft.com/meet/26478700344166?p=JpVaR81fEv3xHdzIe5" target="_blank" id="OWA313a3132-9294-2a99-ec07-30dbfa13f69f" class="x_x_x_OWAAutoLink" title="Meeting join" rel="noopener noreferrer" style="color: rgb(91, 95, 199); margin-top: 0px; margin-bottom: 0px;" data-auth="NotApplicable"><u>https://teams.microsoft.com/meet/26478700344166?p=JpVaR81fEv3xHdzIe5</u></a></span>
</p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 10.5pt;">Meeting ID: 264 787 003 441 66</span>
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<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 10.5pt;">Passcode: co65Ah9b</span>
</p>
<hr style="margin-right: 0in; margin-left: 0in; width: 100%;" align="center" size="1">
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help?</u></a></span> | <span style="font-size: 10.5pt; color: rgb(91, 95, 199);">
<a href="https://nam12.safelinks.protection.outlook.com/ap/t-59584e83/?url=https%3A%2F%2Fteams.microsoft.com%2Fl%2Fmeetup-join%2F19%253ameeting_ZTFjOWRlNzAtNGI3Ny00NGQwLWJiMTctMDcyZjM0ZmYzYTA1%2540thread.v2%2F0%3Fcontext%3D%257b%2522Tid%2522%253a%252234cbfaf1-67a6-4781-a9ca-514eb2550b66%2522%252c%2522Oid%2522%253a%25224911b284-e212-43f5-ba96-e714ce86a86f%2522%257d&data=05%7C02%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C92f9bf33ef524c4bdff008dea484ab98%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C639129087002238342%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=icCysfhfdKoWrutktjvt7RFbKlWrP86N3RmE3edJ9Sg%3D&reserved=0" originalsrc="https://teams.microsoft.com/l/meetup-join/19%3ameeting_ZTFjOWRlNzAtNGI3Ny00NGQwLWJiMTctMDcyZjM0ZmYzYTA1%40thread.v2/0?context=%7b%22Tid%22%3a%2234cbfaf1-67a6-4781-a9ca-514eb2550b66%22%2c%22Oid%22%3a%224911b284-e212-43f5-ba96-e714ce86a86f%22%7d" target="_blank" id="OWAe0bf836d-7f5a-057e-2b82-3c89312d0cc7" class="x_x_x_OWAAutoLink" rel="noopener noreferrer" style="color: rgb(91, 95, 199); margin-top: 0px; margin-bottom: 0px;" data-auth="NotApplicable"><u>System
reference</u></a></span></p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><b>Dial in by phone</b>
</p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 10.5pt; color: rgb(91, 95, 199);"><a href="tel:+13614345376,,33605741" target="_blank" id="OWA2447cc22-3a31-0b94-5476-d6efb74bf43f" class="x_x_x_OWAAutoLink" rel="noopener noreferrer" style="color: rgb(91, 95, 199); margin-top: 0px; margin-bottom: 0px;" data-auth="NotApplicable"><u>+1
361-434-5376,,33605741#</u></a></span> <span style="font-size: 10.5pt;">United States, Corpus Christi</span>
</p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 10.5pt; color: rgb(91, 95, 199);"><a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fdialin.teams.microsoft.com%2Fb5e55fe8-70c2-413d-9f35-7d46d887e404%3Fid%3D33605741&data=05%7C02%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C92f9bf33ef524c4bdff008dea484ab98%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C639129087002265423%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=RMltDtZQgxmKmxNl%2B9z8%2F6wIkmr8ELOB%2BlKlWNOr%2BBw%3D&reserved=0" originalsrc="https://dialin.teams.microsoft.com/b5e55fe8-70c2-413d-9f35-7d46d887e404?id=33605741" target="_blank" id="OWAefb8a904-213d-98a1-33a2-f3cab39f8dea" class="x_x_x_OWAAutoLink" rel="noopener noreferrer" style="color: rgb(91, 95, 199); margin-top: 0px; margin-bottom: 0px;" data-auth="NotApplicable"><u>Find
a local number</u></a></span></p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 10.5pt;">Phone conference ID: 336 057 41#</span>
</p>
<p style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt;"><span style="font-size: 10.5pt;">For organizers:
</span><span style="font-size: 10.5pt; color: rgb(91, 95, 199);"><a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fteams.microsoft.com%2FmeetingOptions%2F%3ForganizerId%3D4911b284-e212-43f5-ba96-e714ce86a86f%26tenantId%3D34cbfaf1-67a6-4781-a9ca-514eb2550b66%26threadId%3D19_meeting_ZTFjOWRlNzAtNGI3Ny00NGQwLWJiMTctMDcyZjM0ZmYzYTA1%40thread.v2%26messageId%3D0%26language%3Den-US&data=05%7C02%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C92f9bf33ef524c4bdff008dea484ab98%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C639129087002285942%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=ZsKaJ8oP4rEjubDvEL6%2B6Dmr2gf9D3kpk%2BVUvQ%2FslhQ%3D&reserved=0" originalsrc="https://teams.microsoft.com/meetingOptions/?organizerId=4911b284-e212-43f5-ba96-e714ce86a86f&tenantId=34cbfaf1-67a6-4781-a9ca-514eb2550b66&threadId=19_meeting_ZTFjOWRlNzAtNGI3Ny00NGQwLWJiMTctMDcyZjM0ZmYzYTA1@thread.v2&messageId=0&language=en-US" target="_blank" id="OWA0679ac09-2bc2-318b-2e68-bbc1aff1387f" class="x_x_x_OWAAutoLink" rel="noopener noreferrer" style="color: rgb(91, 95, 199); margin-top: 0px; margin-bottom: 0px;" data-auth="NotApplicable"><u>Meeting
options</u></a></span> | <span style="font-size: 10.5pt; color: rgb(91, 95, 199);">
<a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fdialin.teams.microsoft.com%2Fusp%2Fpstnconferencing&data=05%7C02%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C92f9bf33ef524c4bdff008dea484ab98%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C639129087002303910%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=U%2BdvdBx408PbxX3kgYF0LAzU3abk%2F13F5FnqqdN8Brs%3D&reserved=0" originalsrc="https://dialin.teams.microsoft.com/usp/pstnconferencing" target="_blank" id="OWAa80a8f29-9290-cba1-60a7-91d1a33a2103" class="x_x_x_OWAAutoLink" rel="noopener noreferrer" style="color: rgb(91, 95, 199); margin-top: 0px; margin-bottom: 0px;" data-auth="NotApplicable"><u>Reset
dial-in PIN</u></a></span></p>
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<div style="margin: 0in; font-family: "Aptos", sans-serif; font-size: 12pt; color: rgb(0, 0, 0);">
<img style="max-width: 638px;" data-imagetype="AttachmentByCid" data-custom="AAMkAGZmODYxZThmLTNmZjUtNDJiNy05M2Q2LWU2N2QzMTY2ZDRiYQE5AAgI3qZLbCBAAC4AAAAAHYQDEapmEc2byACqAC%2FEWg0AQBYSr6zjlU%2BCyj8PMRoOAwAAxNGlZAAAEAESABAAqoJUUnjjl0GPoCG9sTmc2A%3D%3D" size="665916" src="cid:c27c5e62-ecc0-4fcb-ac37-dedbc262d05d"></div>
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