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<div><div data-sp-canvascontrol="" data-sp-canvasdataversion="1.0" data-sp-controldata="&#123;&quot;position&quot;&#58;&#123;&quot;layoutIndex&quot;&#58;1,&quot;zoneIndex&quot;&#58;1,&quot;sectionIndex&quot;&#58;1,&quot;sectionFactor&quot;&#58;12,&quot;controlIndex&quot;&#58;0&#125;,&quot;controlType&quot;&#58;3,&quot;id&quot;&#58;&quot;5ecd4fa2-6c8f-4651-bd45-b20ca6eb7d2b&quot;,&quot;webPartId&quot;&#58;&quot;d1d91016-032f-456d-98a4-721247c305e8&quot;,&quot;rteInstanceId&quot;&#58;&quot;d6a645a9-08db-4b46-9f99-c53ace9daf1d&quot;,&quot;addedFromPersistedData&quot;&#58;true,&quot;reservedHeight&quot;&#58;583,&quot;reservedWidth&quot;&#58;1178&#125;"><div data-sp-webpart="" data-sp-webpartdataversion="1.11" data-sp-webpartdata="&#123;&quot;id&quot;&#58;&quot;d1d91016-032f-456d-98a4-721247c305e8&quot;,&quot;instanceId&quot;&#58;&quot;5ecd4fa2-6c8f-4651-bd45-b20ca6eb7d2b&quot;,&quot;title&quot;&#58;&quot;Image&quot;,&quot;description&quot;&#58;&quot;Add an image, picture or photo to your page including text overlays and ability to crop and resize images.&quot;,&quot;audiences&quot;&#58;[],&quot;serverProcessedContent&quot;&#58;&#123;&quot;htmlStrings&quot;&#58;&#123;&#125;,&quot;searchablePlainTexts&quot;&#58;&#123;&#125;,&quot;imageSources&quot;&#58;&#123;&quot;imageSource&quot;&#58;&quot;/sites/M365-CDN/SiteAssets/SitePages/Content-21249/2085727949-AI-1.jpg&quot;&#125;,&quot;links&quot;&#58;&#123;&#125;,&quot;customMetadata&quot;&#58;&#123;&quot;imageSource&quot;&#58;&#123;&quot;siteId&quot;&#58;&quot;40ef054e-5ec7-4552-ac92-09bbd4faa5e1&quot;,&quot;webId&quot;&#58;&quot;35f81bac-1b1d-4f8c-a038-0302a1a6ae55&quot;,&quot;listId&quot;&#58;&quot;870ffa3e-eb32-4905-82ab-9e57adb99968&quot;,&quot;uniqueId&quot;&#58;&quot;d27d9112-a68a-45fb-89e0-c30dfff62533&quot;,&quot;width&quot;&#58;2048,&quot;height&quot;&#58;1365&#125;&#125;&#125;,&quot;dataVersion&quot;&#58;&quot;1.11&quot;,&quot;properties&quot;&#58;&#123;&quot;id&quot;&#58;&quot;eef6227a-1e1a-451e-8544-271d2a9e72d0&quot;,&quot;linkUrl&quot;&#58;&quot;&quot;,&quot;isInlineImage&quot;&#58;true,&quot;siteId&quot;&#58;&quot;40ef054e-5ec7-4552-ac92-09bbd4faa5e1&quot;,&quot;webId&quot;&#58;&quot;35f81bac-1b1d-4f8c-a038-0302a1a6ae55&quot;,&quot;listId&quot;&#58;&quot;870ffa3e-eb32-4905-82ab-9e57adb99968&quot;,&quot;uniqueId&quot;&#58;&quot;d27d9112-a68a-45fb-89e0-c30dfff62533&quot;,&quot;imgHeight&quot;&#58;1365,&quot;imgWidth&quot;&#58;2048,&quot;imageSourceType&quot;&#58;2,&quot;resizeCoefficient&quot;&#58;0.70967741935483875,&quot;resizeDesiredWidth&quot;&#58;836,&quot;alignment&quot;&#58;&quot;Center&quot;,&quot;fileName&quot;&#58;&quot;AI-1.jpg&quot;,&quot;fixAspectRatio&quot;&#58;false,&quot;altText&quot;&#58;&quot;&quot;&#125;,&quot;containsDynamicDataSource&quot;&#58;false&#125;"><div data-sp-componentid="d1d91016-032f-456d-98a4-721247c305e8"></div><div data-sp-htmlproperties=""><img data-sp-prop-name="imageSource" src="/sites/M365-CDN/SiteAssets/SitePages/Content-21249/2085727949-AI-1.jpg" data-sp-cust-siteId="40ef054e-5ec7-4552-ac92-09bbd4faa5e1" data-sp-cust-webId="35f81bac-1b1d-4f8c-a038-0302a1a6ae55" data-sp-cust-listId="870ffa3e-eb32-4905-82ab-9e57adb99968" data-sp-cust-uniqueId="d27d9112-a68a-45fb-89e0-c30dfff62533" data-sp-cust-width="2048" data-sp-cust-height="1365" /></div></div></div><div data-sp-canvascontrol="" data-sp-canvasdataversion="1.0" data-sp-controldata="&#123;&quot;controlType&quot;&#58;4,&quot;id&quot;&#58;&quot;d6a645a9-08db-4b46-9f99-c53ace9daf1d&quot;,&quot;position&quot;&#58;&#123;&quot;layoutIndex&quot;&#58;1,&quot;zoneIndex&quot;&#58;1,&quot;sectionIndex&quot;&#58;1,&quot;sectionFactor&quot;&#58;12,&quot;controlIndex&quot;&#58;1&#125;,&quot;addedFromPersistedData&quot;&#58;true&#125;"><div data-sp-rte=""><p>Immerse yourself in the intricate process of training advanced AI models, such as GPT assistants like ChatGPT, and develop a comprehensive understanding of the multiple stages involved, from tokenization to pretraining, supervised finetuning, and ultimately, Reinforcement Learning from Human Feedback (RLHF). This educational journey promises to give you valuable insights into the backbone of modern natural language processing technologies, arming you with knowledge and tools to better interact with these increasingly important tools.</p><p>Start by acquainting yourself with tokenization, the initial process of transforming raw input data into a format that the model can understand. This typically involves breaking down a piece of text into smaller units or &quot;tokens&quot;, which could be words, subwords, or even individual characters. Understand the nuances of this process, and how it sets the foundation for the rest of the pipeline, ensuring that the model can make sense of and learn from the rich and varied language data it is fed.</p><div tabindex="-1" data-cke-widget-wrapper="1" data-cke-filter="off" class="cke_widget_wrapper cke_widget_block cke_widget_inlineimage cke_widget_wrapper_webPartInRteInlineImage cke_widget_wrapper_webPartInRteClear cke_widget_wrapper_webPartInRteAlignCenter cke_widget_wrapper_webPartInRte cke_widget_focused cke_widget_selected" data-cke-display-name="div" data-cke-widget-id="0" role="region" aria-label="Inline image in RTE. Use Alt + F11 to go to toolbar. Use Alt + P to open the property pane."><div data-webpart-id="image" class="webPartInRte webPartInRteAlignCenter webPartInRteClear webPartInRteInlineImage cke_widget_element" data-cke-widget-data="%7B%22classes%22%3A%7B%22webPartInRteInlineImage%22%3A1%2C%22webPartInRteClear%22%3A1%2C%22webPartInRteAlignCenter%22%3A1%2C%22webPartInRte%22%3A1%7D%7D" data-cke-widget-upcasted="1" data-cke-widget-keep-attr="0" data-widget="inlineimage" data-instance-id="5ecd4fa2-6c8f-4651-bd45-b20ca6eb7d2b" title=""></div></div><p><br></p><p>Next, explore the stage of pretraining, where the model is initially trained on a vast corpus of text data. The purpose of pretraining is to have the model learn patterns in human language, understand context, and develop an ability to generate coherent and contextually appropriate responses. During this phase, the model learns from billions of sentences and phrases, extracting linguistic patterns and absorbing a broad understanding of human language.</p><p>Move on to supervised finetuning, a crucial step that customizes the model's responses to be more specific and tailored. Here, the model learns from a dataset generated with human supervision, where AI trainers provide both the input and the desired output. This phase enhances the model's understanding of context, teaching it to produce responses that are not only linguistically correct but also contextually relevant and appropriate.</p><p>Finally, understand the concept of Reinforcement Learning from Human Feedback (RLHF). This is a sophisticated technique in which the model is fine-tuned based on feedback from users, enabling it to learn and improve from interaction. This technique is crucial for the development of a model that can genuinely understand and interact with humans in a meaningful and beneficial way.</p><p>But it's not just about understanding the training pipeline. Delve deeper into practical techniques and mental models that can be employed for the effective use of these models. Learn about various prompting strategies that can effectively guide the model to produce desired responses. Understand the subtleties of finetuning and how it can be employed to customize and enhance the model's performance.</p><p>Explore the rapidly growing ecosystem of tools built around these AI models. As the field of AI continues to evolve, a vast range of tools is being developed to support and enhance the use of models like ChatGPT. Discover how these tools can be used to augment the capabilities of AI models and make them more versatile and user-friendly.</p><p>Lastly, take a glimpse into the future of AI models like ChatGPT. While the current state of these models is already impressive, the future holds even more exciting possibilities. As research continues and technology advances, expect to see these models become even more sophisticated and capable. Look forward to future extensions that promise to push the boundaries of what these models can do, opening up new possibilities for AI in various fields.</p><p>Through this comprehensive study, you will gain a profound understanding of the training pipeline of GPT assistants and a practical knowledge of how to use these models effectively. Equipped with this knowledge, you will be well-prepared to navigate the rapidly evolving world of AI.</p></div></div><div data-sp-canvascontrol="" data-sp-canvasdataversion="1.0" data-sp-controldata="&#123;&quot;controlType&quot;&#58;0,&quot;pageSettingsSlice&quot;&#58;&#123;&quot;isDefaultDescription&quot;&#58;true,&quot;isDefaultThumbnail&quot;&#58;true,&quot;globalRichTextStylingVersion&quot;&#58;0,&quot;rtePageSettings&quot;&#58;&#123;&quot;contentVersion&quot;&#58;4&#125;,&quot;isEmailReady&quot;&#58;false&#125;&#125;"></div></div>

State of GPT - Deepdive in OpenAI

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State of GPT - Deepdive in OpenAI

Learn about the training pipeline of GPT assistants like ChatGPT