Lecture Notes: Introduction to GPT-40 and its Capabilities
Overview of GPT-40
- Release: Recently released by OpenAI.
- Name Meaning: "O" stands for Omni.
- Capabilities: Can input and output text, audio, and images.
- Specialty: Better at vision and audio understanding compared to previous models.
Demonstrations and Access
- Demos: Recommended to watch all demos to see the full range of capabilities.
- Access Testing: The speaker tested access to the model and confirmed the availability.
Vision Functionality Test
- Initial Setup
- Reference to a previous video involving a Python program for brokerage account and stock charts.
- Program interacts with Interactive Brokers TWS API to pull stock data.
- Features Tested
- Chart Pulling: Examples include Taiwan Semiconductor, AMC, and GME.
- Screenshot Functionality: Saves charts as screenshots to a directory.
- Technical Analysis: GPT-40 provides markdown descriptions with technical analysis of the saved charts.
Python Code Implementation
- Screenshot Function
- Adds the ability to take chart screenshots and save them to a directory.
- The path to the saved image is used for further analysis.
- Analyze Chart Function
- A new function (
gp4_technical_analyst) created to analyze image charts using GPT-40.
- Uses OpenAI's API with appropriate organization and API keys.
- The chart image is base64 encoded and sent to GPT-40 for analysis.
- Returns markdown text with detailed technical analysis.
- Example: Analyzing trend lines and detecting support/resistance levels.
Integration and Outputs
- Drawing Enhancements: Added ability to draw trend lines on charts before taking screenshots.
- Analysis Quality: Noted improvement in analysis quality compared to GPT-4 vision.
- Additional Contexts
- Tested on various charts and heatmaps.
- GPT-40 provided detailed analysis much faster than a human could.
- Potential: Expect further integration into desktop applications for real-time analysis.
Implications and Future
- Technical Analysts: Potential obsolescence of technical analysts due to GPT-40 capabilities.
- Future Integration: Anticipate more AI integration into future tools and applications.
- Programming Skills: Question raised about the future need for programming skills with advancing AI capabilities.
- Sharing: Plans to share the code and more insights in future updates.
Conclusion
- Excitement and Concerns: Excitement about future possibilities mixed with concerns about job displacement.
- Final Note: Encouragement to explore the capabilities of GPT-40 and its applications.
Additional Resources: Watch demos and stay updated on further releases from OpenAI.
Speaker's Note: Code will be shared and further insights about GPT-40 will be provided in upcoming content.