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URL: https://rcpmag.com/articles/2023/06/30/azure-openai-servicing-and-privacy.aspx
Submission: On August 23 via manual from US — Scanned from DE

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            <p id="ph_pcontent2_0_KickerText" class="kicker"><a href="https://rcpmag.com/Articles/List/News.aspx">News</a></p>
            <h3 id="ph_pcontent2_0_MainHeading" class="title">Microsoft Explains Azure OpenAI Servicing and Privacy</h3>
            <ul id="ph_pcontent2_0_ByAuthor" class="byline">
              <li class="author">By <a href="https://rcpmag.com/forms/emailtoauthor.aspx?AuthorItem={E6DE4B76-AC63-4EB7-8FCB-557238F874D3}&amp;ArticleItem={CE369855-5958-4F05-9DB0-BB8400D68D11}">Kurt Mackie</a></li>
              <li class="date">June 30, 2023</li>
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            <p>Microsoft explained how Azure OpenAI large language model servicing works, adding assurances about privacy, too, in a
              <a href="https://techcommunity.microsoft.com/t5/ai-cognitive-services-blog/introducing-new-and-updated-models-to-azure-openai-service/ba-p/3860351" target="_blank">Friday announcement</a>. </p>
            <p>Microsoft uses large language models created by the generative artificial intelligence (AI) company OpenAI in its Azure OpenAI service. These models get updated and have version numbers. Newly added to the Azure OpenAI service are
              0613-version updates of the GPT 3.5 and GPT 4 models, Microsoft announced. </p>
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            <p>Older large language model versions, such as GPT 3.5-Turbo version 0301 and GPT 4 version 0314, are set to "expire no earlier than October 15th, 2023," per Microsoft's
              "<a href="https://learn.microsoft.com/en-us/azure/cognitive-services/openai/concepts/models" target="_blank">Azure  OpenAI Service Models document."</a></p>
            <p>GPT stands for "Generative Pre-Trained Transformers." Both GPT 3.5 and GPT 4 can "understand" user text prompts and generate "natural language" responses to those prompts. GPT 4 is additionally capable of generating code, too, although
              Azure OpenAI also supports Codex models that are specifically designed for generating code from text prompts. </p>
            <p>More nuances about the many available models in the Azure OpenAI service can be found in Microsoft's "Service Models" document."</p>
            <p>Some price reductions also were announced, too, relative to Microsoft's somewhat complex "pay-as-you-go"
              <a href="https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/" target="_blank">pricing  model for Azure OpenAI</a>.</p>
            <p><span class="a12blub">New GPT Models</span><br> Microsoft specifically added new GPT 3.5 Turbo and GPT 3.5 Turbo-16k models to its Azure OpenAI service, plus new GPT 4 and GPT 4-32k models, all of which are at version 0613.</p>
            <p>GPT 4 is the most accurate model so far, but its use isn't readily available to the public. GPT 4 use in the Azure OpenAI service is just available by request, with prospective users needing to fill out
              <a href="https://aka.ms/oai/get-gpt4" target="_blank">this form</a>.</p>
            <p>Automatic updates to these new 0613 versions of GPT 3.5 and GPT 4 will arrive "in two weeks," Microsoft indicated.</p>
            <p>Given that new versions of GPT 3.5 and GPT 4 will be arriving, the older versions will expire and an automatic upgrade will be triggered. If organizations don't want such automatic upgrades to occur, then they will have to "set the
              model upgrade option to expire through the API," although Microsoft won't be publishing guidance on how to do that until "September 1." </p>
            <p><span class="a12blub">Controlling Model Updates</span><br> Organizations using the Azure OpenAI service have some control over the model updates. </p>
            <p>It's possible to "pin" a particular model version, or organizations can use Microsoft's auto-update default setting, which automatically applies the updates. These settings can be managed using Azure AI Studio, which also has a
              function that will list the deprecation dates for particular model versions. </p>
            <p>The auto-update capability is just available for "select model deployments," Microsoft's "Service Models" document explained. While Microsoft generally recommended using the default setting, organizations should opt to choose when
              upgrades should occur when using "embeddings."</p>
            <p>An "embedding" is a special data format for functionalities -- namely, Microsoft has "similarity, text search and code search" embeddings. This data format is said to be "easily utilized by machine learning models and algorithms," per
              the "Service Models" document.</p>
            <p><span class="a12blub">Azure OpenAI Use and Privacy</span><br> Microsoft repeated privacy assurances regarding the use of Azure OpenAI services in its Friday announcement. It doesn't use customer-supplied data to improve Microsoft
              products or fine tune its models, and it doesn't disclose customer data to "third parties." </p>
            <p>However, the prompts submitted by Azure OpenAI users are still subject to Microsoft's
              <a href="https://learn.microsoft.com/en-us/azure/cognitive-services/openai/concepts/abuse-monitoring" target="_blank">"abuse  monitoring" process</a>, which includes human reviews by Microsoft employees when a prompt or AI-generated
              completion content gets flagged. &nbsp;</p>
            <p>Microsoft additionally stores such customer-generated information for 30 days, which is done to detect and address abuses. Organizations that don't want such oversight from Microsoft have to fill out a form to request an exemption from
              Microsoft's abuse monitoring process. </p>
            <p>Here's how Microsoft explained the storing of customer-supplied information for abuse monitoring, per its
              <a href="https://learn.microsoft.com/en-us/legal/cognitive-services/openai/data-privacy" target="_blank">"Data,  Privacy and Security for Azure OpenAI Service" document</a>:</p>
            <blockquote>
              <p>
                <i>To detect and mitigate abuse,  Azure OpenAI stores all prompts and generated content securely for up to thirty  (30) days. (No prompts or completions are stored if the customer is approved  for and elects to configure abuse monitoring off, as described below.)</i>
              </p>
            </blockquote>
            <p>The document further explained that the models themselves are stateless, meaning that "no prompts or generations are stored in the model."</p>
            <p>Microsoft's assurances on Azure OpenAI and privacy seem to be plainly stated, although other messaging, such as
              <a href="https://www.microsoft.com/en-us/security/blog/2023/06/26/why-endpoint-management-is-key-to-securing-an-ai-powered-future/" target="_blank">this  announcement</a> that organizations are going to need zero trust security to use
              AI, offer some doubts. Microsoft also <a href="https://redmondmag.com/articles/2023/06/26/microsoft-365-copilot-requirements.aspx" target="_blank">recently  floated the idea</a> that data governance tools may be needed to use emerging
              AI tools such as Microsoft 365 Copilot, which is now at the limited private preview stage.</p>
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                <a href="mailto:kmackie@1105media.com" target="_blank">Kurt Mackie</a> is senior news producer for 1105 Media's Converge360 group. <br>
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                  <option value="AND" isgdpr="False" isus="False" isca="False">Andorra</option>
                  <option value="AGO" isgdpr="False" isus="False" isca="False">Angola</option>
                  <option value="AIA" isgdpr="False" isus="False" isca="False">Anguilla</option>
                  <option value="ATA" isgdpr="False" isus="False" isca="False">Antarctica</option>
                  <option value="ATG" isgdpr="False" isus="False" isca="False">Antigua and Barbuda</option>
                  <option value="ARG" isgdpr="False" isus="False" isca="False">Argentina</option>
                  <option value="ARM" isgdpr="False" isus="False" isca="False">Armenia</option>
                  <option value="ABW" isgdpr="False" isus="False" isca="False">Aruba</option>
                  <option value="AUS" isgdpr="False" isus="False" isca="False">Australia</option>
                  <option value="AZE" isgdpr="False" isus="False" isca="False">Azerbaijan</option>
                  <option value="AUT" isgdpr="True" isus="False" isca="False">Austria</option>
                  <option value="BHS" isgdpr="False" isus="False" isca="False">Bahamas</option>
                  <option value="BHR" isgdpr="False" isus="False" isca="False">Bahrain</option>
                  <option value="BGD" isgdpr="False" isus="False" isca="False">Bangladesh</option>
                  <option value="BRB" isgdpr="False" isus="False" isca="False">Barbados</option>
                  <option value="BLR" isgdpr="False" isus="False" isca="False">Belarus</option>
                  <option value="BEL" isgdpr="True" isus="False" isca="False">Belgium</option>
                  <option value="BLZ" isgdpr="False" isus="False" isca="False">Belize</option>
                  <option value="BEN" isgdpr="False" isus="False" isca="False">Benin</option>
                  <option value="BMU" isgdpr="False" isus="False" isca="False">Bermuda</option>
                  <option value="BTN" isgdpr="False" isus="False" isca="False">Bhutan</option>
                  <option value="BOL" isgdpr="False" isus="False" isca="False">Bolivia, Plurinational State of</option>
                  <option value="BES" isgdpr="False" isus="False" isca="False">Bonaire, Sint Eustatius and Saba</option>
                  <option value="BIH" isgdpr="False" isus="False" isca="False">Bosnia and Herzegovina</option>
                  <option value="BWA" isgdpr="False" isus="False" isca="False">Botswana</option>
                  <option value="BVT" isgdpr="False" isus="False" isca="False">Bouvet Island</option>
                  <option value="BRA" isgdpr="False" isus="False" isca="False">Brazil</option>
                  <option value="IOT" isgdpr="False" isus="False" isca="False">British Indian Ocean Territory</option>
                  <option value="BRN" isgdpr="False" isus="False" isca="False">Brunei Darussalam</option>
                  <option value="BGR" isgdpr="True" isus="False" isca="False">Bulgaria</option>
                  <option value="BFA" isgdpr="False" isus="False" isca="False">Burkina Faso</option>
                  <option value="BDI" isgdpr="False" isus="False" isca="False">Burundi</option>
                  <option value="KHM" isgdpr="False" isus="False" isca="False">Cambodia</option>
                  <option value="CMR" isgdpr="False" isus="False" isca="False">Cameroon</option>
                  <option value="CAN" isgdpr="False" isus="False" isca="True">Canada</option>
                  <option value="CPV" isgdpr="False" isus="False" isca="False">Cape Verde (Cabo Verde)</option>
                  <option value="CYM" isgdpr="False" isus="False" isca="False">Cayman Islands</option>
                  <option value="CUW" isgdpr="False" isus="False" isca="False">Curaçao</option>
                  <option value="CAF" isgdpr="False" isus="False" isca="False">Central African Republic</option>
                  <option value="TCD" isgdpr="False" isus="False" isca="False">Chad</option>
                  <option value="CHL" isgdpr="False" isus="False" isca="False">Chile</option>
                  <option value="CHN" isgdpr="False" isus="False" isca="False">China</option>
                  <option value="CXR" isgdpr="False" isus="False" isca="False">Christmas Island</option>
                  <option value="CCK" isgdpr="False" isus="False" isca="False">Cocos (Keeling) Islands</option>
                  <option value="COL" isgdpr="False" isus="False" isca="False">Colombia</option>
                  <option value="COM" isgdpr="False" isus="False" isca="False">Comoros</option>
                  <option value="COG" isgdpr="False" isus="False" isca="False">Congo</option>
                  <option value="COD" isgdpr="False" isus="False" isca="False">Congo, the Democratic Republic of the</option>
                  <option value="COK" isgdpr="False" isus="False" isca="False">Cook Islands</option>
                  <option value="CRI" isgdpr="False" isus="False" isca="False">Costa Rica</option>
                  <option value="CIV" isgdpr="False" isus="False" isca="False">Côte d'Ivoire</option>
                  <option value="HRV" isgdpr="True" isus="False" isca="False">Croatia</option>
                  <option value="CUB" isgdpr="False" isus="False" isca="False">Cuba</option>
                  <option value="CYP" isgdpr="True" isus="False" isca="False">Cyprus</option>
                  <option value="CZE" isgdpr="True" isus="False" isca="False">Czech Republic</option>
                  <option value="DNK" isgdpr="True" isus="False" isca="False">Denmark</option>
                  <option value="DJI" isgdpr="False" isus="False" isca="False">Djibouti</option>
                  <option value="DMA" isgdpr="False" isus="False" isca="False">Dominica</option>
                  <option value="DOM" isgdpr="False" isus="False" isca="False">Dominican Republic</option>
                  <option value="ECU" isgdpr="False" isus="False" isca="False">Ecuador</option>
                  <option value="EGY" isgdpr="False" isus="False" isca="False">Egypt</option>
                  <option value="SLV" isgdpr="False" isus="False" isca="False">El Salvador</option>
                  <option value="GNQ" isgdpr="False" isus="False" isca="False">Equatorial Guinea</option>
                  <option value="ERI" isgdpr="False" isus="False" isca="False">Eritrea</option>
                  <option value="EST" isgdpr="True" isus="False" isca="False">Estonia</option>
                  <option value="ETH" isgdpr="False" isus="False" isca="False">Ethiopia</option>
                  <option value="FLK" isgdpr="False" isus="False" isca="False">Falkland Islands (Malvinas)</option>
                  <option value="FRO" isgdpr="False" isus="False" isca="False">Faroe Islands</option>
                  <option value="FJI" isgdpr="False" isus="False" isca="False">Fiji</option>
                  <option value="FIN" isgdpr="True" isus="False" isca="False">Finland</option>
                  <option value="FRA" isgdpr="True" isus="False" isca="False">France</option>
                  <option value="GUF" isgdpr="False" isus="False" isca="False">French Guiana</option>
                  <option value="PYF" isgdpr="False" isus="False" isca="False">French Polynesia</option>
                  <option value="ATF" isgdpr="False" isus="False" isca="False">French Southern Territories</option>
                  <option value="GAB" isgdpr="False" isus="False" isca="False">Gabon</option>
                  <option value="GMB" isgdpr="False" isus="False" isca="False">Gambia</option>
                  <option value="GEO" isgdpr="False" isus="False" isca="False">Georgia</option>
                  <option value="DEU" isgdpr="True" isus="False" isca="False">Germany</option>
                  <option value="GHA" isgdpr="False" isus="False" isca="False">Ghana</option>
                  <option value="GIB" isgdpr="False" isus="False" isca="False">Gibraltar</option>
                  <option value="GRC" isgdpr="True" isus="False" isca="False">Greece</option>
                  <option value="GRL" isgdpr="False" isus="False" isca="False">Greenland</option>
                  <option value="GRD" isgdpr="False" isus="False" isca="False">Grenada</option>
                  <option value="GLP" isgdpr="False" isus="False" isca="False">Guadeloupe</option>
                  <option value="GUM" isgdpr="False" isus="False" isca="False">Guam</option>
                  <option value="GTM" isgdpr="False" isus="False" isca="False">Guatemala</option>
                  <option value="GGY" isgdpr="False" isus="False" isca="False">Guernsey</option>
                  <option value="GIN" isgdpr="False" isus="False" isca="False">Guinea</option>
                  <option value="GNB" isgdpr="False" isus="False" isca="False">Guinea-Bissau</option>
                  <option value="GUY" isgdpr="False" isus="False" isca="False">Guyana</option>
                  <option value="HTI" isgdpr="False" isus="False" isca="False">Haiti</option>
                  <option value="HMD" isgdpr="False" isus="False" isca="False">Heard Island and McDonald Islands</option>
                  <option value="VAT" isgdpr="False" isus="False" isca="False">Holy See (Vatican City State)</option>
                  <option value="HND" isgdpr="False" isus="False" isca="False">Honduras</option>
                  <option value="HKG" isgdpr="False" isus="False" isca="False">Hong Kong</option>
                  <option value="HUN" isgdpr="True" isus="False" isca="False">Hungary</option>
                  <option value="ISL" isgdpr="True" isus="False" isca="False">Iceland</option>
                  <option value="IND" isgdpr="False" isus="False" isca="False">India</option>
                  <option value="IDN" isgdpr="False" isus="False" isca="False">Indonesia</option>
                  <option value="IRN" isgdpr="False" isus="False" isca="False">Iran, Islamic Republic of</option>
                  <option value="IRQ" isgdpr="False" isus="False" isca="False">Iraq</option>
                  <option value="IRL" isgdpr="True" isus="False" isca="False">Ireland</option>
                  <option value="IMN" isgdpr="True" isus="False" isca="False">Isle of Man</option>
                  <option value="ISR" isgdpr="False" isus="False" isca="False">Israel</option>
                  <option value="ITA" isgdpr="True" isus="False" isca="False">Italy</option>
                  <option value="JAM" isgdpr="False" isus="False" isca="False">Jamaica</option>
                  <option value="JPN" isgdpr="False" isus="False" isca="False">Japan</option>
                  <option value="JEY" isgdpr="False" isus="False" isca="False">Jersey</option>
                  <option value="JOR" isgdpr="False" isus="False" isca="False">Jordan</option>
                  <option value="KAZ" isgdpr="False" isus="False" isca="False">Kazakhstan</option>
                  <option value="KEN" isgdpr="False" isus="False" isca="False">Kenya</option>
                  <option value="KIR" isgdpr="False" isus="False" isca="False">Kiribati</option>
                  <option value="PRK" isgdpr="False" isus="False" isca="False">Korea, Democratic People's Republic of</option>
                  <option value="KOR" isgdpr="False" isus="False" isca="False">Korea, Republic of</option>
                  <option value="KWT" isgdpr="False" isus="False" isca="False">Kuwait</option>
                  <option value="KGZ" isgdpr="False" isus="False" isca="False">Kyrgyzstan</option>
                  <option value="LAO" isgdpr="False" isus="False" isca="False">Lao People's Democratic Republic</option>
                  <option value="LVA" isgdpr="True" isus="False" isca="False">Latvia</option>
                  <option value="LBN" isgdpr="False" isus="False" isca="False">Lebanon</option>
                  <option value="LSO" isgdpr="False" isus="False" isca="False">Lesotho</option>
                  <option value="LBR" isgdpr="False" isus="False" isca="False">Liberia</option>
                  <option value="LBY" isgdpr="False" isus="False" isca="False">Libya</option>
                  <option value="LIE" isgdpr="True" isus="False" isca="False">Liechtenstein</option>
                  <option value="LTU" isgdpr="True" isus="False" isca="False">Lithuania</option>
                  <option value="LUX" isgdpr="True" isus="False" isca="False">Luxembourg</option>
                  <option value="MAC" isgdpr="False" isus="False" isca="False">Macao</option>
                  <option value="MKD" isgdpr="False" isus="False" isca="False">Macedonia, the former Yugoslav Republic of</option>
                  <option value="MDG" isgdpr="False" isus="False" isca="False">Madagascar</option>
                  <option value="MWI" isgdpr="False" isus="False" isca="False">Malawi</option>
                  <option value="MYS" isgdpr="False" isus="False" isca="False">Malaysia</option>
                  <option value="MDV" isgdpr="False" isus="False" isca="False">Maldives</option>
                  <option value="MLI" isgdpr="False" isus="False" isca="False">Mali</option>
                  <option value="MLT" isgdpr="True" isus="False" isca="False">Malta</option>
                  <option value="MHL" isgdpr="False" isus="False" isca="False">Marshall Islands</option>
                  <option value="MTQ" isgdpr="False" isus="False" isca="False">Martinique</option>
                  <option value="MRT" isgdpr="False" isus="False" isca="False">Mauritania</option>
                  <option value="MUS" isgdpr="False" isus="False" isca="False">Mauritius</option>
                  <option value="MYT" isgdpr="False" isus="False" isca="False">Mayotte</option>
                  <option value="MEX" isgdpr="False" isus="False" isca="False">Mexico</option>
                  <option value="FSM" isgdpr="False" isus="False" isca="False">Micronesia, Federated States of</option>
                  <option value="MDA" isgdpr="False" isus="False" isca="False">Moldova, Republic of</option>
                  <option value="MCO" isgdpr="False" isus="False" isca="False">Monaco</option>
                  <option value="MNG" isgdpr="False" isus="False" isca="False">Mongolia</option>
                  <option value="MNE" isgdpr="False" isus="False" isca="False">Montenegro</option>
                  <option value="MSR" isgdpr="False" isus="False" isca="False">Montserrat</option>
                  <option value="MAR" isgdpr="False" isus="False" isca="False">Morocco</option>
                  <option value="MOZ" isgdpr="False" isus="False" isca="False">Mozambique</option>
                  <option value="MMR" isgdpr="False" isus="False" isca="False">Myanmar</option>
                  <option value="NAM" isgdpr="False" isus="False" isca="False">Namibia</option>
                  <option value="NRU" isgdpr="False" isus="False" isca="False">Nauru</option>
                  <option value="NPL" isgdpr="False" isus="False" isca="False">Nepal</option>
                  <option value="NLD" isgdpr="True" isus="False" isca="False">Netherlands</option>
                  <option value="NCL" isgdpr="False" isus="False" isca="False">New Caledonia</option>
                  <option value="NZL" isgdpr="False" isus="False" isca="False">New Zealand</option>
                  <option value="NIC" isgdpr="False" isus="False" isca="False">Nicaragua</option>
                  <option value="NER" isgdpr="False" isus="False" isca="False">Niger</option>
                  <option value="NGA" isgdpr="False" isus="False" isca="False">Nigeria</option>
                  <option value="NIU" isgdpr="False" isus="False" isca="False">Niue</option>
                  <option value="NFK" isgdpr="False" isus="False" isca="False">Norfolk Island</option>
                  <option value="MNP" isgdpr="False" isus="False" isca="False">Northern Mariana Islands</option>
                  <option value="NOR" isgdpr="True" isus="False" isca="False">Norway</option>
                  <option value="PAK" isgdpr="False" isus="False" isca="False">Pakistan</option>
                  <option value="OMN" isgdpr="False" isus="False" isca="False">Oman</option>
                  <option value="PLW" isgdpr="False" isus="False" isca="False">Palau</option>
                  <option value="PSE" isgdpr="False" isus="False" isca="False">Palestinian Territory, Occupied</option>
                  <option value="PAN" isgdpr="False" isus="False" isca="False">Panama</option>
                  <option value="PRY" isgdpr="False" isus="False" isca="False">Paraguay</option>
                  <option value="PNG" isgdpr="False" isus="False" isca="False">Papua New Guinea</option>
                  <option value="PER" isgdpr="False" isus="False" isca="False">Peru</option>
                  <option value="PHL" isgdpr="False" isus="False" isca="False">Philippines</option>
                  <option value="PCN" isgdpr="False" isus="False" isca="False">Pitcairn</option>
                  <option value="POL" isgdpr="True" isus="False" isca="False">Poland</option>
                  <option value="PRT" isgdpr="True" isus="False" isca="False">Portugal</option>
                  <option value="PRI" isgdpr="False" isus="False" isca="False">Puerto Rico</option>
                  <option value="QAT" isgdpr="False" isus="False" isca="False">Qatar</option>
                  <option value="REU" isgdpr="False" isus="False" isca="False">Réunion</option>
                  <option value="ROU" isgdpr="True" isus="False" isca="False">Romania</option>
                  <option value="RUS" isgdpr="False" isus="False" isca="False">Russian Federation</option>
                  <option value="RWA" isgdpr="False" isus="False" isca="False">Rwanda</option>
                  <option value="BLM" isgdpr="False" isus="False" isca="False">Saint Barthélemy</option>
                  <option value="SHN" isgdpr="False" isus="False" isca="False">Saint Helena, Ascension and Tristan da Cunha</option>
                  <option value="KNA" isgdpr="False" isus="False" isca="False">Saint Kitts and Nevis</option>
                  <option value="LCA" isgdpr="False" isus="False" isca="False">Saint Lucia</option>
                  <option value="MAF" isgdpr="False" isus="False" isca="False">Saint Martin (French part)</option>
                  <option value="SPM" isgdpr="False" isus="False" isca="False">Saint Pierre and Miquelon</option>
                  <option value="VCT" isgdpr="False" isus="False" isca="False">Saint Vincent and the Grenadines</option>
                  <option value="WSM" isgdpr="False" isus="False" isca="False">Samoa</option>
                  <option value="SMR" isgdpr="False" isus="False" isca="False">San Marino</option>
                  <option value="STP" isgdpr="False" isus="False" isca="False">Sao Tome and Principe</option>
                  <option value="SAU" isgdpr="False" isus="False" isca="False">Saudi Arabia</option>
                  <option value="SEN" isgdpr="False" isus="False" isca="False">Senegal</option>
                  <option value="SRB" isgdpr="False" isus="False" isca="False">Serbia</option>
                  <option value="SYC" isgdpr="False" isus="False" isca="False">Seychelles</option>
                  <option value="SLE" isgdpr="False" isus="False" isca="False">Sierra Leone</option>
                  <option value="SGP" isgdpr="False" isus="False" isca="False">Singapore</option>
                  <option value="SXM" isgdpr="False" isus="False" isca="False">Sint Maarten (Dutch part)</option>
                  <option value="SVK" isgdpr="True" isus="False" isca="False">Slovakia</option>
                  <option value="SVN" isgdpr="True" isus="False" isca="False">Slovenia</option>
                  <option value="SLB" isgdpr="False" isus="False" isca="False">Solomon Islands</option>
                  <option value="SOM" isgdpr="False" isus="False" isca="False">Somalia</option>
                  <option value="ZAF" isgdpr="False" isus="False" isca="False">South Africa</option>
                  <option value="SGS" isgdpr="False" isus="False" isca="False">South Georgia and the South Sandwich Islands</option>
                  <option value="SSD" isgdpr="False" isus="False" isca="False">South Sudan</option>
                  <option value="ESP" isgdpr="False" isus="False" isca="False">Spain</option>
                  <option value="LKA" isgdpr="False" isus="False" isca="False">Sri Lanka</option>
                  <option value="SDN" isgdpr="False" isus="False" isca="False">Sudan</option>
                  <option value="SUR" isgdpr="False" isus="False" isca="False">Suriname</option>
                  <option value="SJM" isgdpr="False" isus="False" isca="False">Svalbard and Jan Mayen</option>
                  <option value="SWZ" isgdpr="False" isus="False" isca="False">Eswatini (Swaziland)</option>
                  <option value="SWE" isgdpr="False" isus="False" isca="False">Sweden</option>
                  <option value="CHE" isgdpr="False" isus="False" isca="False">Switzerland</option>
                  <option value="SYR" isgdpr="False" isus="False" isca="False">Syrian Arab Republic</option>
                  <option value="TWN" isgdpr="False" isus="False" isca="False">Taiwan, Province of China</option>
                  <option value="TJK" isgdpr="False" isus="False" isca="False">Tajikistan</option>
                  <option value="TZA" isgdpr="False" isus="False" isca="False">Tanzania, United Republic of</option>
                  <option value="THA" isgdpr="False" isus="False" isca="False">Thailand</option>
                  <option value="TLS" isgdpr="False" isus="False" isca="False">Timor-Leste</option>
                  <option value="TGO" isgdpr="False" isus="False" isca="False">Togo</option>
                  <option value="TKL" isgdpr="False" isus="False" isca="False">Tokelau</option>
                  <option value="TON" isgdpr="False" isus="False" isca="False">Tonga</option>
                  <option value="TTO" isgdpr="False" isus="False" isca="False">Trinidad and Tobago</option>
                  <option value="TUN" isgdpr="False" isus="False" isca="False">Tunisia</option>
                  <option value="TUR" isgdpr="False" isus="False" isca="False">Turkey</option>
                  <option value="TKM" isgdpr="False" isus="False" isca="False">Turkmenistan</option>
                  <option value="TCA" isgdpr="False" isus="False" isca="False">Turks and Caicos Islands</option>
                  <option value="TUV" isgdpr="False" isus="False" isca="False">Tuvalu</option>
                  <option value="UGA" isgdpr="False" isus="False" isca="False">Uganda</option>
                  <option value="UKR" isgdpr="False" isus="False" isca="False">Ukraine</option>
                  <option value="ARE" isgdpr="False" isus="False" isca="False">United Arab Emirates</option>
                  <option value="GBR" isgdpr="True" isus="False" isca="False">United Kingdom</option>
                  <option value="UMI" isgdpr="False" isus="False" isca="False">United States Minor Outlying Islands</option>
                  <option value="URY" isgdpr="False" isus="False" isca="False">Uruguay</option>
                  <option value="UZB" isgdpr="False" isus="False" isca="False">Uzbekistan</option>
                  <option value="VUT" isgdpr="False" isus="False" isca="False">Vanuatu</option>
                  <option value="VNM" isgdpr="False" isus="False" isca="False">Viet Nam</option>
                  <option value="VEN" isgdpr="False" isus="False" isca="False">Venezuela, Bolivarian Republic of</option>
                  <option value="VGB" isgdpr="False" isus="False" isca="False">Virgin Islands, British</option>
                  <option value="VIR" isgdpr="False" isus="False" isca="False">Virgin Islands, U.S.</option>
                  <option value="WLF" isgdpr="False" isus="False" isca="False">Wallis and Futuna</option>
                  <option value="ESH" isgdpr="False" isus="False" isca="False">Western Sahara</option>
                  <option value="YEM" isgdpr="False" isus="False" isca="False">Yemen</option>
                  <option value="ZMB" isgdpr="False" isus="False" isca="False">Zambia</option>
                  <option value="ZWE" isgdpr="False" isus="False" isca="False">Zimbabwe</option>
                </select><span data-val-controltovalidate="ph_scontent1_0_ddlCountry02" data-val-errormessage="Country is a required field. " data-val-display="Dynamic" data-val-validationgroup="OmedaDynamicForm" id="ph_scontent1_0_requiredCountry02"
                  class="omedaDynamicFormRequires" data-val="true" data-val-evaluationfunction="RequiredFieldValidatorEvaluateIsValid" data-val-initialvalue="" style="display:none;">*</span>
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News


MICROSOFT EXPLAINS AZURE OPENAI SERVICING AND PRIVACY

 * By Kurt Mackie
 * June 30, 2023



Microsoft explained how Azure OpenAI large language model servicing works,
adding assurances about privacy, too, in a Friday announcement.

Microsoft uses large language models created by the generative artificial
intelligence (AI) company OpenAI in its Azure OpenAI service. These models get
updated and have version numbers. Newly added to the Azure OpenAI service are
0613-version updates of the GPT 3.5 and GPT 4 models, Microsoft announced.




Older large language model versions, such as GPT 3.5-Turbo version 0301 and GPT
4 version 0314, are set to "expire no earlier than October 15th, 2023," per
Microsoft's "Azure OpenAI Service Models document."

GPT stands for "Generative Pre-Trained Transformers." Both GPT 3.5 and GPT 4 can
"understand" user text prompts and generate "natural language" responses to
those prompts. GPT 4 is additionally capable of generating code, too, although
Azure OpenAI also supports Codex models that are specifically designed for
generating code from text prompts.

More nuances about the many available models in the Azure OpenAI service can be
found in Microsoft's "Service Models" document."

Some price reductions also were announced, too, relative to Microsoft's somewhat
complex "pay-as-you-go" pricing model for Azure OpenAI.

New GPT Models
Microsoft specifically added new GPT 3.5 Turbo and GPT 3.5 Turbo-16k models to
its Azure OpenAI service, plus new GPT 4 and GPT 4-32k models, all of which are
at version 0613.

GPT 4 is the most accurate model so far, but its use isn't readily available to
the public. GPT 4 use in the Azure OpenAI service is just available by request,
with prospective users needing to fill out this form.

Automatic updates to these new 0613 versions of GPT 3.5 and GPT 4 will arrive
"in two weeks," Microsoft indicated.

Given that new versions of GPT 3.5 and GPT 4 will be arriving, the older
versions will expire and an automatic upgrade will be triggered. If
organizations don't want such automatic upgrades to occur, then they will have
to "set the model upgrade option to expire through the API," although Microsoft
won't be publishing guidance on how to do that until "September 1."

Controlling Model Updates
Organizations using the Azure OpenAI service have some control over the model
updates.

It's possible to "pin" a particular model version, or organizations can use
Microsoft's auto-update default setting, which automatically applies the
updates. These settings can be managed using Azure AI Studio, which also has a
function that will list the deprecation dates for particular model versions.

The auto-update capability is just available for "select model deployments,"
Microsoft's "Service Models" document explained. While Microsoft generally
recommended using the default setting, organizations should opt to choose when
upgrades should occur when using "embeddings."

An "embedding" is a special data format for functionalities -- namely, Microsoft
has "similarity, text search and code search" embeddings. This data format is
said to be "easily utilized by machine learning models and algorithms," per the
"Service Models" document.

Azure OpenAI Use and Privacy
Microsoft repeated privacy assurances regarding the use of Azure OpenAI services
in its Friday announcement. It doesn't use customer-supplied data to improve
Microsoft products or fine tune its models, and it doesn't disclose customer
data to "third parties."

However, the prompts submitted by Azure OpenAI users are still subject to
Microsoft's "abuse monitoring" process, which includes human reviews by
Microsoft employees when a prompt or AI-generated completion content gets
flagged.  

Microsoft additionally stores such customer-generated information for 30 days,
which is done to detect and address abuses. Organizations that don't want such
oversight from Microsoft have to fill out a form to request an exemption from
Microsoft's abuse monitoring process.

Here's how Microsoft explained the storing of customer-supplied information for
abuse monitoring, per its "Data, Privacy and Security for Azure OpenAI Service"
document:

> To detect and mitigate abuse, Azure OpenAI stores all prompts and generated
> content securely for up to thirty (30) days. (No prompts or completions are
> stored if the customer is approved for and elects to configure abuse
> monitoring off, as described below.)

The document further explained that the models themselves are stateless, meaning
that "no prompts or generations are stored in the model."

Microsoft's assurances on Azure OpenAI and privacy seem to be plainly stated,
although other messaging, such as this announcement that organizations are going
to need zero trust security to use AI, offer some doubts. Microsoft also
recently floated the idea that data governance tools may be needed to use
emerging AI tools such as Microsoft 365 Copilot, which is now at the limited
private preview stage.


About the Author

Kurt Mackie is senior news producer for 1105 Media's Converge360 group.


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