Generate from a hand coded ChatGPT-2 (small) reproduction trained solely on my Stack Overflow content (no pretrained models)
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Please Note: This was trained for 4 hours and cost $30, Chat-GPT4 was trained for 6 months, and cost $63 million.
This AI generator leverages a transformer architecture inspired by GPT-2 to produce responses. I developed it as a proof of concept, trained on 2MB of text exclusively from Stack Overflow contributions. Without using a pretrained model or fine-tuning, the model completed 9 epochs of training over 4 hours on an Azure VM equipped with an A100 GPU. The training achieved a final loss of 0.0082, reflecting a strong ability to replicate patterns in the limited dataset.
Major Projects
Custom GPT-2
AI generator leveraging my Stack Overflow contributions, hosted in a .NET environment to demonstrate practical AI.
Plant Depository
A SaaS tool I developed using ASP.NET MVC and MSSQL, enabling enterprise-scale production tracking and business intelligence in agricultural laboratories and greenhouses.
Wonderful Pistachios
A decades long project I spearheaded in conjunction with Stewart Resnick and the Wonderful Company to produce 10 million state-of-the-art pistachio trees.
uInfinity
A social networking platform I founded designed to be more inline with the types of connections we all have with each other.