title
I Built a Trading Bot with Bing and ChatGPT

description
I gave Bing and ChatGPT $1000 to invest with and in this video i'll explain how we built the trading algorithm and what the returns looked like after 24 hours of live trading. First, a disclaimer - Do NOT invest any money in any type of trading bot or algorithmic engine that you are not willing to lose. I gave this trading bot $1000 because I was willing to lose $1000 to make a great video for my AI Wizards out there. Bing is better than ChatGPT in many ways because it's able to pull real-time data from the Web, whereas ChatGPT was only trained on data up until September 2021. I use both of them multiples times a day for almost everything, cooking tips, therapy, self education, and of course, making money. English is the hottest programming language of 2023, and we all need to learn how to communicate and build trust with these ever more powerful AIs. The tools used in this tutorial are the Composer for deploying trading algorithms, ChatGPT and Bing for building trading algorithms, and the English language for programming. Let me know what you think in the comments and if you want to see more videos like this. Enjoy! Please Subscribe! That's what keeps me going. Composer: https://www.composer.trade/ Want more AI/ML education? Connect with me here: Twitter: https://twitter.com/sirajraval Instagram: https://www.instagram.com/sirajraval Facebook: https://www.facebook.com/sirajology Linkedin: https://www.linkedin.com/in/sirajraval/ I Built a Sports Betting Bot with ChatGPT: https://www.youtube.com/watch?v=IDthta5sUGQ I Built a Trading Bot with ChatGPT: https://www.youtube.com/watch?v=fhBw3j_O9LE Watch ChatGPT Build an AI Startup: https://www.youtube.com/watch?v=hL2hLFUwuqQ Watch ChatGPT Build a Finance Startup: https://www.youtube.com/watch?v=on623d5EfPw Learn Machine Learning in 3 Months: https://www.youtube.com/watch?v=dS2HYPY7T-4 Join the discord: https://discord.gg/zgEJxeYA2X Join my AI community: http://chatgptschool.io/ Sign up for my AI Sports betting Bot, WagerGPT! (500 spots available): https://www.wagergpt.co

detail
{'title': 'I Built a Trading Bot with Bing and ChatGPT', 'heatmap': [{'end': 102.316, 'start': 57.511, 'weight': 0.738}, {'end': 994.339, 'start': 967.43, 'weight': 0.714}], 'summary': 'Showcases building of trading strategies with chatgpt and bing, yielding annualized returns of up to $140,000 over 13 years, leveraging ai to enhance strategies, achieving impressive returns like turning $10,000 into $62,000, and covering troubleshooting and development of an ai-driven investment strategy.', 'chapters': [{'end': 162.453, 'segs': [{'end': 25.992, 'src': 'embed', 'start': 0.209, 'weight': 2, 'content': [{'end': 5.574, 'text': "Hello world, it's Siraj and I built a trading bot with ChatGPT and Bing.", 'start': 0.209, 'duration': 5.365}, {'end': 8.817, 'text': 'What you can see here are four different strategies.', 'start': 5.995, 'duration': 2.822}, {'end': 13.742, 'text': 'Two of them were created with ChatGPT and two of them were created with Bing.', 'start': 9.238, 'duration': 4.504}, {'end': 19.708, 'text': "And I'm going to show you in this video how I built these things without having to learn Python code.", 'start': 14.182, 'duration': 5.526}, {'end': 25.992, 'text': 'Now, in my last video, we had to use Python code and it was a a lot more confusing than it should have been for a lot of people.', 'start': 19.988, 'duration': 6.004}], 'summary': 'Siraj built a trading bot with chatgpt and bing using four strategies, two from each, without needing to learn python code.', 'duration': 25.783, 'max_score': 0.209, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY209.jpg'}, {'end': 87.208, 'src': 'embed', 'start': 57.511, 'weight': 1, 'content': [{'end': 64.956, 'text': 'So in my trading bot video, we use the alpaca API to make trades directly in Python code using paper trading.', 'start': 57.511, 'duration': 7.445}, {'end': 67.939, 'text': 'That means not with real money and with live trading.', 'start': 64.997, 'duration': 2.942}, {'end': 69.16, 'text': 'That means with real money.', 'start': 67.979, 'duration': 1.181}, {'end': 76.803, 'text': "and what composer does is it's built on top of alpaca and it allows us to build trading strategies without python.", 'start': 69.62, 'duration': 7.183}, {'end': 77.904, 'text': 'now let me show you what i mean.', 'start': 76.803, 'duration': 1.101}, {'end': 87.208, 'text': 'once we log into this app, we can see all of these different strategies that i have made with the help of chat gpt, and when we go to discover,', 'start': 77.904, 'duration': 9.304}], 'summary': 'Using alpaca api, we can make paper trades directly in python code and build trading strategies with composer.', 'duration': 29.697, 'max_score': 57.511, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY57511.jpg'}, {'end': 102.316, 'src': 'heatmap', 'start': 57.511, 'weight': 0.738, 'content': [{'end': 64.956, 'text': 'So in my trading bot video, we use the alpaca API to make trades directly in Python code using paper trading.', 'start': 57.511, 'duration': 7.445}, {'end': 67.939, 'text': 'That means not with real money and with live trading.', 'start': 64.997, 'duration': 2.942}, {'end': 69.16, 'text': 'That means with real money.', 'start': 67.979, 'duration': 1.181}, {'end': 76.803, 'text': "and what composer does is it's built on top of alpaca and it allows us to build trading strategies without python.", 'start': 69.62, 'duration': 7.183}, {'end': 77.904, 'text': 'now let me show you what i mean.', 'start': 76.803, 'duration': 1.101}, {'end': 87.208, 'text': 'once we log into this app, we can see all of these different strategies that i have made with the help of chat gpt, and when we go to discover,', 'start': 77.904, 'duration': 9.304}, {'end': 90.53, 'text': 'we can see a bunch of strategies that the community has made.', 'start': 87.208, 'duration': 3.322}, {'end': 92.991, 'text': "so let's pick a strategy at random.", 'start': 90.53, 'duration': 2.461}, {'end': 101.035, 'text': "we're going to pick the strategy that has the highest annualized return that we can see here the not boring the rising rates with vol switch,", 'start': 92.991, 'duration': 8.044}, {'end': 102.316, 'text': 'whatever that means.', 'start': 101.035, 'duration': 1.281}], 'summary': 'Using alpaca api, we build trading strategies in composer, accessing community-made strategies with annualized return data.', 'duration': 44.805, 'max_score': 57.511, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY57511.jpg'}, {'end': 142.996, 'src': 'embed', 'start': 116.283, 'weight': 0, 'content': [{'end': 126.926, 'text': 'this was, uh, 13 years and given an initial investment of 10 000, it ended up making 140 000 us dollars, a huge return.', 'start': 116.283, 'duration': 10.643}, {'end': 127.426, 'text': 'and what?', 'start': 126.926, 'duration': 0.5}, {'end': 135.689, 'text': 'if we want to see how the strategy works, we can go to more and then we can go to edit and we can see the code of this strategy.', 'start': 127.426, 'duration': 8.263}, {'end': 141.154, 'text': 'now this code is in this visual programming language called composer language.', 'start': 135.689, 'duration': 5.465}, {'end': 142.996, 'text': "And it's built on top of Alpaca.", 'start': 141.354, 'duration': 1.642}], 'summary': "An investment of $10,000 over 13 years yielded $140,000, showcasing significant returns. the strategy's code is in a visual programming language called composer, built on top of alpaca.", 'duration': 26.713, 'max_score': 116.283, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY116283.jpg'}], 'start': 0.209, 'title': 'Building trading bot with chatgpt & bing', 'summary': 'Demonstrates building trading strategies using chatgpt and bing without python code, showcasing a platform called composer, with strategies yielding an annualized return of up to $140,000 over 13 years.', 'chapters': [{'end': 162.453, 'start': 0.209, 'title': 'Building trading bot with chatgpt & bing', 'summary': 'Demonstrates building trading strategies using chatgpt and bing without python code, showcasing a platform called composer, with strategies yielding an annualized return of up to $140,000 over 13 years.', 'duration': 162.244, 'highlights': ['The chapter demonstrates building trading strategies using ChatGPT and Bing without Python code. Siraj showcases the creation of trading strategies with ChatGPT and Bing without the need to learn Python code, offering a more accessible approach for users.', 'The platform called composer allows the creation of trading strategies without Python. Composer, built on Alpaca API, enables the building of trading strategies without Python, providing a visual programming language called composer language for strategy creation.', 'Strategies yielded an annualized return of up to $140,000 over 13 years. A strategy showcased in the chapter yielded a remarkable $140,000 return over 13 years, demonstrating the potential effectiveness of the created trading strategies.']}], 'duration': 162.244, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY209.jpg', 'highlights': ['Strategies yielded an annualized return of up to $140,000 over 13 years.', 'The platform called composer allows the creation of trading strategies without Python.', 'The chapter demonstrates building trading strategies using ChatGPT and Bing without Python code.']}, {'end': 736.947, 'segs': [{'end': 246.457, 'src': 'embed', 'start': 220.109, 'weight': 3, 'content': [{'end': 228.031, 'text': "It's probably never seen this language before, but remember the more context that we give ChatGPT, the better it's going to be in terms of outputs.", 'start': 220.109, 'duration': 7.922}, {'end': 231.952, 'text': "It's going to learn from our inputs and it's going to give us outputs.", 'start': 228.071, 'duration': 3.881}, {'end': 234.113, 'text': 'This is called in context learning.', 'start': 232.012, 'duration': 2.101}, {'end': 240.875, 'text': "And the first thing that it's going to do is it's going to describe what the strategy does in plain English to us.", 'start': 235.293, 'duration': 5.582}, {'end': 246.457, 'text': 'For example, the strategy first checks the maximum drawdown of the ETF.', 'start': 241.835, 'duration': 4.622}], 'summary': 'Chatgpt learns from context to improve outputs, describing strategies in plain english.', 'duration': 26.348, 'max_score': 220.109, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY220109.jpg'}, {'end': 311.705, 'src': 'embed', 'start': 286.398, 'weight': 4, 'content': [{'end': 291.199, 'text': "And for this sort of thing we're going to give it more creative, because we want more creative solutions,", 'start': 286.398, 'duration': 4.801}, {'end': 294.56, 'text': "because that's what's going to give us alpha or an edge over the market.", 'start': 291.199, 'duration': 3.361}, {'end': 296.82, 'text': "So let's paste it in right here with Bing.", 'start': 294.62, 'duration': 2.2}, {'end': 299.481, 'text': 'So Bing is also going to be learning from this.', 'start': 297.1, 'duration': 2.381}, {'end': 303.642, 'text': 'Now, Bing is essentially GPT-4, but connected to the internet.', 'start': 299.521, 'duration': 4.121}, {'end': 311.705, 'text': "So we're going to see how we can play with that ability because chat GPT is not connected to real time feeds from the internet, but being is.", 'start': 303.662, 'duration': 8.043}], 'summary': 'Exploring creative solutions for bing, a gpt-4 connected to the internet.', 'duration': 25.307, 'max_score': 286.398, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY286398.jpg'}, {'end': 691.061, 'src': 'embed', 'start': 609.819, 'weight': 0, 'content': [{'end': 632.508, 'text': 'The rise of AI technologies like ChatGPT and Bing are replacing a lot of white collar jobs like low level paralegals or even software interns or contractors.', 'start': 609.819, 'duration': 22.689}, {'end': 639.549, 'text': 'At the same time, robotics, is getting exponentially better.', 'start': 633.468, 'duration': 6.081}, {'end': 647.712, 'text': "And companies like McDonald's are replacing lots of service workers.", 'start': 640.109, 'duration': 7.603}, {'end': 656.215, 'text': 'So we are seeing a lot of blue collar work be automated as well.', 'start': 649.272, 'duration': 6.943}, {'end': 671.751, 'text': "Given the context of the economy that I've given you, create an even more profitable strategy using the Composer language.", 'start': 657.115, 'duration': 14.636}, {'end': 674.333, 'text': "Let's see what it gives us here.", 'start': 673.172, 'duration': 1.161}, {'end': 685.639, 'text': 'Now we can see that ChatGPT picks stocks that are related to the prompt that I gave it, like CQQQ, a China technology ETF.', 'start': 674.853, 'duration': 10.786}, {'end': 689.12, 'text': 'Robo and Bots robotics and automation ETFs.', 'start': 685.639, 'duration': 3.481}, {'end': 691.061, 'text': 'CYB, a Chinese Yuan ETF.', 'start': 689.12, 'duration': 1.941}], 'summary': 'Ai and robotics are replacing white collar and blue collar jobs, while ai technologies like chatgpt are picking stocks related to given prompts.', 'duration': 81.242, 'max_score': 609.819, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY609819.jpg'}], 'start': 162.793, 'title': 'Enhancing trading strategies with ai', 'summary': 'Discusses leveraging chatgpt and bing to enhance trading strategies, achieving impressive returns like turning $10,000 into $62,000, and providing insights on the rise of ai technologies in the global economy.', 'chapters': [{'end': 442.963, 'start': 162.793, 'title': 'Chatgpt and bing: enhancing trading strategy', 'summary': 'Discusses using chatgpt and bing to enhance a trading strategy by providing prompts to develop a profitable algorithm, leveraging their abilities to learn and generate code with improved profitability.', 'duration': 280.17, 'highlights': ['Using ChatGPT to enhance trading strategy Utilizing ChatGPT to enhance the trading strategy by providing prompts and leveraging its in-context learning abilities, aiming to increase profitability.', "Utilizing Bing for learning and code generation Leveraging Bing's ability, connected to the internet, for learning from input and generating code, comparing it with ChatGPT's output to assess modifications for the trading strategy.", 'Requesting profitable algorithm development from ChatGPT Requesting ChatGPT to make the strategy more profitable by providing prompts and expressing gratitude, leading to the generation of code for a more profitable algorithm.']}, {'end': 736.947, 'start': 442.963, 'title': 'Ai-powered stock trading strategy in composer', 'summary': 'Discusses using chatgpt and bing for stock trading in composer, achieving impressive returns like turning $10,000 into $62,000, while also providing insights on the changing global economy and the rise of ai technologies replacing jobs.', 'duration': 293.984, 'highlights': ['ChatGPT and Bing stock trading strategy in Composer achieves a 520% return, turning $10,000 into $62,000. The strategy using ChatGPT and Bing for stock trading in Composer yielded impressive returns, with the investment of $10,000 turning into $62,000, showcasing a 520% return.', 'Insights provided on the changing global economy and the impact of AI technologies on job automation. The transcript provides insights on the changing global economy, including the de-dollarization trend and the impact of AI technologies like ChatGPT and Bing on job automation, highlighting the shift in the job market.', 'Recommendations for specific stocks and ETFs based on the current economic context. Specific recommendations for stocks and ETFs, such as CQQQ, Robo and Bots, CYB, xlc, iyr, gold miners ETF, and tlta 20-year treasury bond ETF, are provided based on the current economic context, including de-dollarization and potential inflation.']}], 'duration': 574.154, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY162793.jpg', 'highlights': ['ChatGPT and Bing stock trading strategy in Composer achieves a 520% return, turning $10,000 into $62,000.', 'Specific recommendations for stocks and ETFs based on the current economic context.', 'Insights provided on the changing global economy and the impact of AI technologies on job automation.', 'Utilizing ChatGPT to enhance the trading strategy by providing prompts and leveraging its in-context learning abilities, aiming to increase profitability.', "Utilizing Bing's ability, connected to the internet, for learning from input and generating code, comparing it with ChatGPT's output to assess modifications for the trading strategy.", 'Requesting profitable algorithm development from ChatGPT by providing prompts and expressing gratitude, leading to the generation of code for a more profitable algorithm.']}, {'end': 1017.348, 'segs': [{'end': 780.903, 'src': 'embed', 'start': 736.947, 'weight': 0, 'content': [{'end': 744.212, 'text': "so let's go back and we will copy this code And we get this unexpected EOF while reading item 10 of the vector error.", 'start': 736.947, 'duration': 7.265}, {'end': 748.775, 'text': 'And what that means is that it had a syntax error.', 'start': 744.612, 'duration': 4.163}, {'end': 756.581, 'text': "So we're going to say, hey, I got an error from that, from pasting that into Composer.", 'start': 748.815, 'duration': 7.766}, {'end': 763.666, 'text': "And what we'll do is we'll also give it some context as to how the entire language works.", 'start': 757.401, 'duration': 6.265}, {'end': 766.668, 'text': "So I'm going to copy and paste this prompt that I had.", 'start': 764.207, 'duration': 2.461}, {'end': 773.997, 'text': "Okay And what this prompt says is here's a little bit more context for you to understand how the composer language works.", 'start': 767.952, 'duration': 6.045}, {'end': 777.3, 'text': 'And I basically mapped out how the entire language works.', 'start': 774.678, 'duration': 2.622}, {'end': 780.903, 'text': "There's five different types of variables that you can use.", 'start': 777.36, 'duration': 3.543}], 'summary': 'Encountered syntax error while pasting code into composer, provided context on language structure and variables.', 'duration': 43.956, 'max_score': 736.947, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY736947.jpg'}, {'end': 848.05, 'src': 'embed', 'start': 809.058, 'weight': 3, 'content': [{'end': 814.002, 'text': 'we give it a few different prompts in a row before asking it for the final output,', 'start': 809.058, 'duration': 4.944}, {'end': 817.465, 'text': "which is it's now going to give us and it's not going to have an error.", 'start': 814.002, 'duration': 3.463}, {'end': 824.611, 'text': 'so when we paste that strategy back into composer, we can back test it and we can see how it performs.', 'start': 817.465, 'duration': 7.146}, {'end': 833.638, 'text': 'right now the back test is not performing well, but that would make sense because five or six years ago this inflationary geopolitical tension,', 'start': 824.611, 'duration': 9.027}, {'end': 835.46, 'text': "like environment, didn't exist.", 'start': 833.638, 'duration': 1.822}, {'end': 837.461, 'text': 'this is a very modern strategy.', 'start': 835.46, 'duration': 2.001}, {'end': 844.107, 'text': "so just because, um, it didn't outperform the market, the spy doesn't mean it's a bad strategy.", 'start': 837.461, 'duration': 6.646}, {'end': 845.127, 'text': 'it did profit.', 'start': 844.107, 'duration': 1.02}, {'end': 848.05, 'text': 'sixteen thousand dollars still with a ten thousand dollar investment.', 'start': 845.127, 'duration': 2.923}], 'summary': 'A modern strategy profited $16,000 with a $10,000 investment.', 'duration': 38.992, 'max_score': 809.058, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY809058.jpg'}, {'end': 946.436, 'src': 'embed', 'start': 920.664, 'weight': 2, 'content': [{'end': 931.309, 'text': 'And you can already see that it is investing in Bitcoin, gold, and other markets and other stocks like that, which is great.', 'start': 920.664, 'duration': 10.645}, {'end': 932.269, 'text': "That's what we want to see.", 'start': 931.349, 'duration': 0.92}, {'end': 939.973, 'text': "And it's already got links to each of these things from NBC news, from NPR, from another NBC news article.", 'start': 932.709, 'duration': 7.264}, {'end': 946.436, 'text': 'If the inflation rate of the US is less than or equal to five, it switches to a different Growth sub strategy,', 'start': 940.193, 'duration': 6.243}], 'summary': 'Company invests in bitcoin, gold, and other markets with links from nbc and npr.', 'duration': 25.772, 'max_score': 920.664, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY920664.jpg'}, {'end': 1014.547, 'src': 'heatmap', 'start': 967.43, 'weight': 1, 'content': [{'end': 972.152, 'text': 'already in the back test $27,000 return with a $10,000 initial investment.', 'start': 967.43, 'duration': 4.722}, {'end': 980.436, 'text': "And now what I'm going to do is I'm going to give all four of these strategies $250 each for $1,000 total.", 'start': 972.952, 'duration': 7.484}, {'end': 984.437, 'text': "And then we'll come back in 24 hours and we'll see if I made any profits.", 'start': 980.876, 'duration': 3.561}, {'end': 991, 'text': "Well, it looks like I'm down 5% in the first 24 hours, but let's see how it does in a few months.", 'start': 985.258, 'duration': 5.742}, {'end': 994.339, 'text': 'Obviously, 24 hours is not enough.', 'start': 992.498, 'duration': 1.841}, {'end': 997.04, 'text': "I've got to let it run for a few months at least.", 'start': 994.479, 'duration': 2.561}, {'end': 1001.942, 'text': 'But if you like this video, please subscribe and I will have updated videos in the future.', 'start': 997.12, 'duration': 4.822}, {'end': 1009.585, 'text': 'If you want to see more AI applied to finance, to education, to agriculture, to betting, to all sorts of different industries, hit subscribe.', 'start': 1001.962, 'duration': 7.623}, {'end': 1010.385, 'text': 'hit the like button.', 'start': 1009.585, 'duration': 0.8}, {'end': 1012.726, 'text': 'That really helps promote the video and get it views.', 'start': 1010.405, 'duration': 2.321}, {'end': 1014.547, 'text': 'Thank you so much for watching.', 'start': 1013.506, 'duration': 1.041}], 'summary': 'Backtest yielded $27,000 return with $10,000 initial investment. testing 4 strategies, $1,000 each. 5% loss in 24 hours. stay tuned for updates on ai in finance, education, agriculture, and betting.', 'duration': 47.117, 'max_score': 967.43, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY967430.jpg'}], 'start': 736.947, 'title': 'Troubleshooting vector error in composer and ai-driven investment strategy', 'summary': "Covers troubleshooting a syntax error in composer's code and the development, backtesting, and performance of an ai-driven investment strategy, emphasizing its potential profitability and utilization of news articles for refinement.", 'chapters': [{'end': 809.058, 'start': 736.947, 'title': 'Troubleshooting vector error in composer', 'summary': "Highlights troubleshooting a syntax error in composer's code, providing context on the language structure and the importance of context for improving the output.", 'duration': 72.111, 'highlights': ['Explaining the unexpected EOF error encountered while reading item 10 of the vector, indicating a syntax error.', 'Providing context on the entire language structure, which includes five different types of variables: asset, group, if-then statement, filter, and comparator.', 'Emphasizing the importance of context in enhancing the output of the code, especially through few-shot prompting for better results.']}, {'end': 1017.348, 'start': 809.058, 'title': 'Ai-driven investment strategy in modern market', 'summary': 'Discusses the development and backtesting of a modern ai-driven investment strategy, showcasing its performance in the market and its potential for profitability, as well as the utilization of news articles to refine the strategy.', 'duration': 208.29, 'highlights': ['The AI-driven investment strategy yielded a profit of $27,000 with a $10,000 initial investment, showcasing its potential for profitability.', 'The strategy involves investing in Bitcoin, gold, and other markets, with a focus on adapting to the modern market conditions, incorporating news articles to refine the strategy and automatically adjusting to the inflation rate of the US.', 'The backtest of the strategy resulted in a profit of $16,000 with a $10,000 investment, indicating its potential for success in the market despite not outperforming the market index.', 'The chapter emphasizes the significance of allowing the AI-driven strategy to run for a few months to accurately assess its performance, highlighting the need for a longer timeframe for evaluation.']}], 'duration': 280.401, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/5G1_zRME_pY/pics/5G1_zRME_pY736947.jpg', 'highlights': ['Explaining the unexpected EOF error encountered while reading item 10 of the vector, indicating a syntax error.', 'The AI-driven investment strategy yielded a profit of $27,000 with a $10,000 initial investment, showcasing its potential for profitability.', 'The strategy involves investing in Bitcoin, gold, and other markets, with a focus on adapting to the modern market conditions, incorporating news articles to refine the strategy and automatically adjusting to the inflation rate of the US.', 'The backtest of the strategy resulted in a profit of $16,000 with a $10,000 investment, indicating its potential for success in the market despite not outperforming the market index.', 'Emphasizing the importance of context in enhancing the output of the code, especially through few-shot prompting for better results.', 'Providing context on the entire language structure, which includes five different types of variables: asset, group, if-then statement, filter, and comparator.', 'The chapter emphasizes the significance of allowing the AI-driven strategy to run for a few months to accurately assess its performance, highlighting the need for a longer timeframe for evaluation.']}], 'highlights': ['Strategies yielded an annualized return of up to $140,000 over 13 years.', 'ChatGPT and Bing stock trading strategy in Composer achieves a 520% return, turning $10,000 into $62,000.', 'The AI-driven investment strategy yielded a profit of $27,000 with a $10,000 initial investment, showcasing its potential for profitability.', 'The backtest of the strategy resulted in a profit of $16,000 with a $10,000 investment, indicating its potential for success in the market despite not outperforming the market index.', 'Utilizing ChatGPT to enhance the trading strategy by providing prompts and leveraging its in-context learning abilities, aiming to increase profitability.', 'The strategy involves investing in Bitcoin, gold, and other markets, with a focus on adapting to the modern market conditions, incorporating news articles to refine the strategy and automatically adjusting to the inflation rate of the US.']}