Investment Proposal for Building and Fine-Tuning a GPT-3 Based Foundation Model
Presented by Seokweon Jang, CEO of Deep Network / From South Korea
Introduction
Dear Investor,
Thank you for considering this investment opportunity in Deep Network. We are a specialized AI startup focused on building and fine-tuning foundation models based on the GPT-3 architecture. As foundation models become increasingly central to AI, our mission is to create and enhance high-performance language models tailored for advanced generative AI applications.
I am pleased to introduce Deep Network, my one-person AI startup, which specializes in the development and implementation of foundational models based on advanced Large Language Models (LLMs) such as GPT-3. My focus is to secure expertise in generative AI by building on the GPT-3 model and thoroughly analyzing the architectural and algorithmic techniques used by OpenAI to achieve effective model training and inference.
The independent development of foundational model technology like GPT-3 is critical in the AI field. Deep Network has successfully established proprietary design knowledge for implementing these complex models, positioning us with unique expertise in this space. Given the rising industry focus on refining inference accuracy and performance, we are actively investigating multiple methods for enhancing the precision of model responses during inference. This is an ongoing challenge for even the largest tech companies, yet we have made significant progress in analyzing and understanding various performance improvement algorithms proposed in the latest academic research.
Project Overview
Developing a GPT-3-based foundation model requires significant expertise and resources. At Deep Network, we are committed to independently establishing proprietary technology that enables us to develop, deploy, and fine-tune these models. Our foundation model framework emphasizes not only accuracy but also flexibility, ensuring it can adapt to diverse industry applications. By leveraging the GPT-3 model architecture, we aim to create robust AI solutions capable of understanding and generating human-like language with unprecedented precision.
Technical Goals and Model Development
Our project has two core phases:
- Model Construction: We will focus on the architecture and essential algorithms required to build a high-quality GPT-3-based foundation model. This phase includes detailed work on data pre-processing, model training, and the foundational model's fine-tuning capacity.
- Fine-Tuning and Optimization: Post-construction, we will implement fine-tuning methodologies designed to enhance the model’s inference accuracy and response quality across a variety of use cases. Research-driven algorithmic optimizations will further boost model performance, making it competitive with existing industry solutions.
Current Progress and Investment Need
Deep Network has already established a solid foundation of expertise in GPT-3 model construction and initial implementation. However, to reach the final stages of PoC (Proof of Concept) and to conduct extensive validation tests, additional funding is essential. This investment will allow us to:
- Scale training resources and optimize computational infrastructure
- Refine fine-tuning techniques to ensure high accuracy and adaptability
- Conduct performance testing to confirm commercial readiness
Market Potential and Competitive Edge
With the global AI industry increasingly prioritizing language model innovation, a GPT-3-based foundation model offers vast commercial potential. By focusing on precision, adaptability, and the latest fine-tuning techniques, Deep Network is positioned to meet diverse client needs in sectors ranging from customer service automation to advanced content creation.
Investment Opportunity
Deep Network seeks an investment to complete this ambitious project and bring our foundation model to market. This funding will allow us to validate our concept, optimize the model, and establish Deep Network as a leader in the next generation of language model technology.
Thank you for considering Deep Network’s vision for the future of generative AI. We look forward to the possibility of a fruitful partnership.
Sincerely,
Seokweon Jang / sayhi7@daum.net
CEO, Deep Network