How to Fine Tune GPT3 | Beginner’s Guide to Building Businesses w/ GPT-3

Liam Ottley

#chatgpt #artificialintelligence #openai
Super simple guide on How to Fine Tune ChatGPT, in a Beginners Guide to Building Businesses w/ GPT-3. Knowing how to Fine Tune GPT-3 is one of the most important skills you can have as an entrepreneur to build your own ChatGPT site or get into the AI industry and build a valuable business business.

While limited in scope, this video gives you a clear breakdown of the stages in fine tuning these models.

Kaggle Dataset:
https://www.kaggle.com/datasets/thedevastator/unlocking-the-secrets-of-nba-player-performance

Prompts & Code HERE:
https://docs.google.com/document/d/1jJbk61grxYZV2qbBNtNnVaeEFsqMskWY5Uh6ELlqiB4/edit?usp=sharing

My AI Development & Automation Company 🤖
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Timestamps:
0:00 – Intro
1:07 – Generating Pairs
7:11 – Fine Tuning w/ API
10:18 – Running Our App
12:38 – Outro

About Me 👋🏼
Hi! My name is Liam Ottley and I’m an AI developer and entrepreneur, founder of my own AI development company: Morningside AI (https://morningside.ai). You’ve found my YouTube channel where I help other entrepreneur’s wrap their heads around AI with tutorials on how to get started with building AI apps!

With developments in AI moving so fast, I’m constantly working on my own projects and those of clients and sharing my learnings with my viewers 2-3x per week.

I don’t have anything to sell you, my only hope is that one day some of you will learn enough from my videos to see an exciting opportunity in the AI space and want to work with my development company to make it a reality.

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href="https://theengineeringofconsciousexperience.com/an-ai-that-can-act-like-a-person/" rel="bookmark"><time class="entry-date published updated" datetime="2020-11-28T10:31:27-07:00">November 28, 2020</time></a></span><span class="byline"><i class="far fa-user-circle"></i><span class="author vcard"><a class="url fn n" href="https://theengineeringofconsciousexperience.com/author/f4cd9bfb2be4ddb3449539cc423020ef/">Imagine Existance</a></span></span> </div> </header> </article> </div> <div id="comments" class="comments-area"> <h5 class="comments-title"> 30 thoughts on “<span>How to Fine Tune GPT3 | Beginner’s Guide to Building Businesses w/ GPT-3</span>” </h5> <ol class="comment-list"> <li id="comment-302606" class="comment even thread-even depth-1"> <article id="div-comment-302606" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCrgvqyCdseCm2lQMuFm2rWw" class="url" rel="ugc external nofollow">Marko</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302606"><time datetime="2023-06-09T00:35:08-07:00">June 9, 2023 at 12:35 am</time></a> </div> </footer> <div class="comment-content"> <p>Great video.<br />One part is just a little unclear, is the fine-tuning process send all the data for every question each time, or just once, so it keeps the data in a kind of context? Thanks</p> </div> </article> </li> <li id="comment-302605" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302605" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UC678zheuz5cat4JvyoUjxpg" class="url" rel="ugc external nofollow">DAY SHIVANSH</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302605"><time datetime="2023-06-12T10:10:58-07:00">June 12, 2023 at 10:10 am</time></a> </div> </footer> <div class="comment-content"> <p>How can i get / make data for training ?</p> </div> </article> </li> <li id="comment-302604" class="comment even thread-even depth-1"> <article id="div-comment-302604" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCuBvmseFN-5Dhqn_sGPv5Vw" class="url" rel="ugc external nofollow">NFreeze</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302604"><time datetime="2023-06-22T01:42:50-07:00">June 22, 2023 at 1:42 am</time></a> </div> </footer> <div class="comment-content"> <p>The fine-tuning explanation is good, but the example given is pretty bad.</p> <p>The video shows how to fine-tune a LLM to do a very specific task, with no variance. The task is to create a summary of the performances of a NBA player in a given season.<br />In order to get the data for the fine-tuning process, a python script is created that solves the problem we are trying to solve with the fine-tuned LLM.<br />Instead of fine-tuning the LLM and wasting money, we could just use the python script, that has access to all the necessary data and isn't prone to errors.<br />The LLM will spit out the same sentence with different data every time, so why not use the python script that does the same?</p> <p>So for people who want to use this process:<br />You will have to figure out how to create variations of these sentences and add those to the training data, otherwise you will only waste money on a very expensive string formatter.</p> </div> </article> </li> <li id="comment-302603" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302603" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCSUp9BFAfixVp67vD9tBVkw" class="url" rel="ugc external nofollow">muss tafawi</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302603"><time datetime="2023-06-24T05:42:17-07:00">June 24, 2023 at 5:42 am</time></a> </div> </footer> <div class="comment-content"> <p>Thank you so much Liam, Keep it up with these great videos</p> </div> </article> </li> <li id="comment-302602" class="comment even thread-even depth-1"> <article id="div-comment-302602" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCVMTDgufhuNGCsMp9Y-8Rng" class="url" rel="ugc external nofollow">Duncan Mitchell</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302602"><time datetime="2023-06-27T01:10:26-07:00">June 27, 2023 at 1:10 am</time></a> </div> </footer> <div class="comment-content"> <p>Great video 👍. Though I just can get the model to return the correct information. I ask it for stats for a particular player and it gives me stats for a different one. I have tried several times with different training tutorials, but each one gives me the same wrong or nonsense results. I am wondering if the ai is having a breakdown!!??</p> </div> </article> </li> <li id="comment-302601" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302601" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCrcn9a0F-j-0Hv2cS5broLA" class="url" rel="ugc external nofollow">IMnotFATbutUare</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302601"><time datetime="2023-06-28T08:08:27-07:00">June 28, 2023 at 8:08 am</time></a> </div> </footer> <div class="comment-content"> <p>Do i need to learn a bit of python to understand what you are doing?</p> </div> </article> </li> <li id="comment-302600" class="comment even thread-even depth-1"> <article id="div-comment-302600" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCnYFVyESXnwiWF6RSn44o5w" class="url" rel="ugc external nofollow">Nick Luo</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302600"><time datetime="2023-06-28T10:35:27-07:00">June 28, 2023 at 10:35 am</time></a> </div> </footer> <div class="comment-content"> <p>Thank you so much for the video, I am getting issues that "tream interrupted (client disconnected)." Does any one know how to fix it?</p> </div> </article> </li> <li id="comment-302599" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302599" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCIe6Wko54RdaPi3J0Ao_SpQ" class="url" rel="ugc external nofollow">MotunBiz Academy</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302599"><time datetime="2023-06-29T03:48:00-07:00">June 29, 2023 at 3:48 am</time></a> </div> </footer> <div class="comment-content"> <p>Awesome video. Please can this be used for bias evaluation mini-project?</p> </div> </article> </li> <li id="comment-302598" class="comment even thread-even depth-1"> <article id="div-comment-302598" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCZH07Gm8eGqZ3hs32Ss6c3A" class="url" rel="ugc external nofollow">Karim Gamal</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302598"><time datetime="2023-06-30T05:43:10-07:00">June 30, 2023 at 5:43 am</time></a> </div> </footer> <div class="comment-content"> <p>You really did a good job, thank you</p> </div> </article> </li> <li id="comment-302597" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302597" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCCEw8zRtguYTQDokVumzknA" class="url" rel="ugc external nofollow">Ryan Eaker</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302597"><time datetime="2023-06-30T07:08:23-07:00">June 30, 2023 at 7:08 am</time></a> </div> </footer> <div class="comment-content"> <p>Can yo do this with multiple files? I am talking to a customer who has years of data on lumber and materials. Is it possible for me to do this with all his data so that chat gpt can then reference and answer against all the data across all files?</p> </div> </article> </li> <li id="comment-302596" class="comment even thread-even depth-1"> <article id="div-comment-302596" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCGwKcuXLFDoj-OFVh6l9nFA" class="url" rel="ugc external nofollow">James Joseph Finn</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302596"><time datetime="2023-06-30T12:39:39-07:00">June 30, 2023 at 12:39 pm</time></a> </div> </footer> <div class="comment-content"> <p>Would you consider something like Stack-AI to be a suitable GUI to abstract away the custom scripting you're doing here? Awesome content, btw. Subbed last week.</p> </div> </article> </li> <li id="comment-302595" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302595" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCjIM9pcxSEgWXPQi6PG0mUQ" class="url" rel="ugc external nofollow">Guillermo Rodríguez</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302595"><time datetime="2023-06-30T13:10:55-07:00">June 30, 2023 at 1:10 pm</time></a> </div> </footer> <div class="comment-content"> <p>I got this error: <br />Upload progress: 100%|##########| 440/440 [<a href="https://www.youtube.com/watch?v=3EdEw4gyr-s&t=00m00s">00:00</a><<a href="https://www.youtube.com/watch?v=3EdEw4gyr-s&t=00m00s">00:00</a>, 220kit/s]<br /> <br />Error: Billing hard limit has been reached (HTTP status code: 400)</p> <p>Someon knows what's happening?</p> </div> </article> </li> <li id="comment-302594" class="comment even thread-even depth-1"> <article id="div-comment-302594" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCZH07Gm8eGqZ3hs32Ss6c3A" class="url" rel="ugc external nofollow">Karim Gamal</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302594"><time datetime="2023-07-01T06:20:49-07:00">July 1, 2023 at 6:20 am</time></a> </div> </footer> <div class="comment-content"> <p>sorry guy, that code is enough, you dont need anymore code</p> </div> </article> </li> <li id="comment-302593" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302593" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCZH07Gm8eGqZ3hs32Ss6c3A" class="url" rel="ugc external nofollow">Karim Gamal</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302593"><time datetime="2023-07-01T06:24:59-07:00">July 1, 2023 at 6:24 am</time></a> </div> </footer> <div class="comment-content"> <p>In general, if you are stuck with the code, then ask chatgpt</p> </div> </article> </li> <li id="comment-302592" class="comment even thread-even depth-1"> <article id="div-comment-302592" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCZH07Gm8eGqZ3hs32Ss6c3A" class="url" rel="ugc external nofollow">Karim Gamal</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302592"><time datetime="2023-07-01T06:37:38-07:00">July 1, 2023 at 6:37 am</time></a> </div> </footer> <div class="comment-content"> <p>this code to check on the staus: import openai<br /> <br />import json<br /> <br />"""<br /> <br />openai.api_key = 'semkzqmZJkDeuORAleblabla'<br /> <br />openai.FineTune.retrieve("ft-ExmzuSK0WYSblabla")<br /> <br />"""</p> <p>openai.api_key = 'sk-dNemkORAleblabla'</p> <p>response = openai.FineTune.retrieve("ft-Exm0WYSblabla")</p> <p>print(response)</p> </div> </article> </li> <li id="comment-302591" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302591" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCZH07Gm8eGqZ3hs32Ss6c3A" class="url" rel="ugc external nofollow">Karim Gamal</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302591"><time datetime="2023-07-01T06:39:42-07:00">July 1, 2023 at 6:39 am</time></a> </div> </footer> <div class="comment-content"> <p>buy the way, I joinned the discord, but almost all channels are closed for acces</p> </div> </article> </li> <li id="comment-302590" class="comment even thread-even depth-1"> <article id="div-comment-302590" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCOGdX7j8effLcCz5BX3xwYQ" class="url" rel="ugc external nofollow">Theo Bellash</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302590"><time datetime="2023-07-01T21:21:04-07:00">July 1, 2023 at 9:21 pm</time></a> </div> </footer> <div class="comment-content"> <p>I’m used to following videos at 1.5x speed. 😅 You brought me to 3x😅</p> </div> </article> </li> <li id="comment-302589" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302589" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCXeRLYcKg2GLgm3gQiCCMFQ" class="url" rel="ugc external nofollow">Roberto Colombo</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302589"><time datetime="2023-07-12T04:16:01-07:00">July 12, 2023 at 4:16 am</time></a> </div> </footer> <div class="comment-content"> <p>Hi, great and clear video! How would one go about updating data? Will the model understand if i fine-tune the same basketball player with updated statistics? Or will the model "duplicate" the player?</p> </div> </article> </li> <li id="comment-302577" class="comment even thread-even depth-1"> <article id="div-comment-302577" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCui4jxDaMb53Gdh-AZUTPAg" class="url" rel="ugc external nofollow">Liam Ottley</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302577"><time datetime="2023-07-18T01:29:23-07:00">July 18, 2023 at 1:29 am</time></a> </div> </footer> <div class="comment-content"> <p>👉🏻 Join my AAA Accelerator: <a href="https://www.aaaaccelerator.com/">https://www.aaaaccelerator.com/</a><br />👉🏻 Work With Me: <a href="https://morningside.ai/">https://morningside.ai</a><br />👉🏻 My Telegram: <a href="https://t.me/+2H8HuWNtLtE2YzEx">https://t.me/+2H8HuWNtLtE2YzEx</a><br />👉🏻 My AAA Resources: <a href="https://www.liamottleyresources.com/">https://www.liamottleyresources.com</a><br />👉🏻 My AAA Playlist: <a href="https://www.youtube.com/playlist?list=PL2V6IBDeR5YP_O0sovZZvIs4QgwMIx6ZZ">https://www.youtube.com/playlist?list=PL2V6IBDeR5YP_O0sovZZvIs4QgwMIx6ZZ</a><br />👉🏻 Subscribe: <a href="http://www.youtube.com/channel/UCui4jxDaMb53Gdh-AZUTPAg?sub_confirmation=1">http://www.youtube.com/channel/UCui4jxDaMb53Gdh-AZUTPAg?sub_confirmation=1</a> <br />👉🏻 Twitter: <a href="https://twitter.com/liamottley_">https://twitter.com/liamottley_</a><br />👉🏻 Instagram: <a href="https://instagram.com/liamottley">https://instagram.com/liamottley</a><br />👉🏻 Consulting: <a href="https://calendly.com/liamottley/consulting-call">https://calendly.com/liamottley/consulting-call</a><br />👉🏻 LinkedIn: <a href="https://www.linkedin.com/in/liamottley/">https://www.linkedin.com/in/liamottley/</a></p> </div> </article> </li> <li id="comment-302588" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302588" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCe6RcyFKi3hYJJeSBu1FnCg" class="url" rel="ugc external nofollow">Shadeer Sadikeen</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302588"><time datetime="2023-07-18T13:38:36-07:00">July 18, 2023 at 1:38 pm</time></a> </div> </footer> <div class="comment-content"> <p>u told just fine-tuning the gpt-3 but you just fine-tuning hte davince/curie . ufff nice bait</p> </div> </article> </li> <li id="comment-302587" class="comment even thread-even depth-1"> <article id="div-comment-302587" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCh1pE0N9ACCwtPRXSS4XKcw" class="url" rel="ugc external nofollow">vipanchika</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302587"><time datetime="2023-07-30T04:18:52-07:00">July 30, 2023 at 4:18 am</time></a> </div> </footer> <div class="comment-content"> <p>I want more technical knowledge for this business to do with smoothly</p> </div> </article> </li> <li id="comment-302586" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302586" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCgY9Ky8mo51ZgqPhg_d6xXg" class="url" rel="ugc external nofollow">Marko Jotovic</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302586"><time datetime="2023-08-01T00:19:52-07:00">August 1, 2023 at 12:19 am</time></a> </div> </footer> <div class="comment-content"> <p>too fast, cant follow</p> </div> </article> </li> <li id="comment-302585" class="comment even thread-even depth-1"> <article id="div-comment-302585" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCZZAbYVFMKGfkFGNuzcLITw" class="url" rel="ugc external nofollow">olejerx</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302585"><time datetime="2023-08-02T05:13:14-07:00">August 2, 2023 at 5:13 am</time></a> </div> </footer> <div class="comment-content"> <p>Is it possible to ask questions in natural language and receive appropriate answers using Fine-Tuned model? For example you asked "What are Karl-Anthony Towns' statistics", but would it work if you ask differently. "what is the stats of Karl-Anthony"? Or should I fine tune model for every possible question?</p> </div> </article> </li> <li id="comment-302584" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302584" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCAtAq1WFvgjl4vM0p94E97w" class="url" rel="ugc external nofollow">Ivan Tadin</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302584"><time datetime="2023-08-02T06:41:47-07:00">August 2, 2023 at 6:41 am</time></a> </div> </footer> <div class="comment-content"> <p>In the video at <a href="https://www.youtube.com/watch?v=3EdEw4gyr-s&t=12m37s">12:37</a> it says that si Antetokounmpo was introduced in the Hall of Fame in 2037. Is this coming from bad data on the dataset, or?</p> </div> </article> </li> <li id="comment-302583" class="comment even thread-even depth-1"> <article id="div-comment-302583" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCb16cYvkMidP66HxZdBiUZQ" class="url" rel="ugc external nofollow">Eileen Noonan</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302583"><time datetime="2023-08-02T19:49:31-07:00">August 2, 2023 at 7:49 pm</time></a> </div> </footer> <div class="comment-content"> <p>This is not a good use case for fine tuning</p> </div> </article> </li> <li id="comment-302582" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302582" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCPcgc61QYkxUKHbbmw1k-Sg" class="url" rel="ugc external nofollow">Vidal Gonzalo Flores Rojas</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302582"><time datetime="2023-08-08T06:09:47-07:00">August 8, 2023 at 6:09 am</time></a> </div> </footer> <div class="comment-content"> <p>interpolação de strings.</p> </div> </article> </li> <li id="comment-302581" class="comment even thread-even depth-1"> <article id="div-comment-302581" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCh1pE0N9ACCwtPRXSS4XKcw" class="url" rel="ugc external nofollow">vipanchika</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302581"><time datetime="2023-08-10T06:06:46-07:00">August 10, 2023 at 6:06 am</time></a> </div> </footer> <div class="comment-content"> <p>I haven't any idea of it I want your guidance to do this business</p> </div> </article> </li> <li id="comment-302580" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302580" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UC0-HulIRKTEnnXGtNYTxbYg" class="url" rel="ugc external nofollow">Bikash tamang</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302580"><time datetime="2023-08-16T03:27:04-07:00">August 16, 2023 at 3:27 am</time></a> </div> </footer> <div class="comment-content"> <p>I watched this video over 3 times but I still didn't get the results, someone please guide me</p> </div> </article> </li> <li id="comment-302579" class="comment even thread-even depth-1"> <article id="div-comment-302579" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UC0-HulIRKTEnnXGtNYTxbYg" class="url" rel="ugc external nofollow">Bikash tamang</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302579"><time datetime="2023-08-16T23:29:57-07:00">August 16, 2023 at 11:29 pm</time></a> </div> </footer> <div class="comment-content"> <p>I have a doubt i didn't knew what was going on terminal what did you write there</p> </div> </article> </li> <li id="comment-302578" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-302578" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href="https://www.youtube.com/channel/UCFcWk0Tpzbw51-swgIZczqQ" class="url" rel="ugc external nofollow">Noor</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/how-to-fine-tune-gpt3-beginners-guide-to-building-businesses-w-gpt-3/#comment-302578"><time datetime="2023-08-21T10:43:59-07:00">August 21, 2023 at 10:43 am</time></a> </div> </footer> <div class="comment-content"> <p>I don't understand why, when I ran the code no json file was generated?</p> </div> </article> </li> </ol> <p class="no-comments">Comments are closed.</p> </div> </main> </div> <div class="col-md-3 px-lg-3 "> </div> </div> </div> </div> <footer id="colophon" class="site-footer"> <div class="container"> <div class="row"> <div class="col-md-12 text-center"> <div 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