Home Run Modeling Part 1: Base Model

Why home runs? Some of the best moments in baseball games are home runs. Something about hitting the ball out of the park is satisfying. Since baseball season just started, I wanted to model a part of the game. I decided to model home runs since they are pretty rare events but should still be able to be accurately predicted. When I say accurately predicted, I mean that we can accurately predict the probability of a player hitting a home run....

February 28, 2024 · 10 min · Lucas Pauker

OpenAI Model Timing

Introduction The goal of this article is to explore the latency of different OpenAI models. When using AI models in production, latency is an important factor to consider. Comparing Model Architectures First, I test the latency for different OpenAI models. I test the following models: gpt-4, gpt-4-0613, gpt-3.5-turbo, gpt-3.5-turbo-0613, gpt-3.5-turbo-16k, gpt-3.5-turbo-16k-0613, text-davinci-003, text-davinci-002, text-davinci-001, text-curie-001, text-babbage-001, text-ada-001, davinci-002, babbage-002, davinci, curie, babbage, and ada. These are all the OpenAI models that are available for inference through the chat and completions endpoints....

October 15, 2023 · 4 min · Lucas Pauker

LLMs Unleashed: The Power of Fine-Tuning

Disclaimer: This article mentions https://terra-cotta.ai/, an LLM experimentation platform I am building Introduction ChatGPT, Bard, and other large language models (LLMs) are very useful for a wide variety of tasks from writing code to answering complex questions to aiding with education. However, these models are ultimately limited by the data that they are trained on. Also, these models are trained to be able to answer a wide variety of questions which may not be sufficient for domain-specific questions....

July 23, 2023 · 5 min · Lucas Pauker

50 AI Applications

Advancements in artificial intelligence and language models have made significant impacts in various fields from healthcare to finance to entertainment. Here are 50 practical applications of AI that are currently in use or have the potential to be implemented in various industries. Let me know if any of these ideas inspire you or if you build any of them! Text Analysis Automatically generate outlines or summaries of news articles. Find fake news and provide a citation with the real source....

April 4, 2023 · 3 min · Lucas Pauker

Challenges facing H-2A Farmers and Workers

Below are reflections of our startup journey participating in the Floodgate Reactor Program. We have strong opinions, loosely held and while these opinions reflect our current state of mind and understanding of the world might change as we continue our entrepreneurial journeys. Introduction H-2A is a US government program that allows farmers to bring foreign seasonal agricultural labor to the US. To learn more about the H-2A program, check out our other blog posts or the link here....

August 22, 2022 · 6 min · Lucas Pauker and Shreyas Parab

Navigating the Idea Maze

At the beginning of 2022, we began the Floodgate Reactor program with the hopes of finding a successful startup idea and learning how to build a successful company. We started the program with an idea in cybersecurity related to vulnerability patch management. By the end of the summer, we were working on an idea that focused on solving farmer labor shortages and building a global talent marketplace. In this blog post, we will discuss our journey and how our ideas changed over time....

August 22, 2022 · 8 min · Lucas Pauker and Shreyas Parab

What Should Change in H-2A?

Below are reflections of our startup journey participating in the Floodgate Reactor Program. We have strong opinions, loosely held and while these opinions reflect our current state of mind and understanding of the world might change as we continue our entrepreneurial journeys. Introduction H-2A is a US government program that allows farmers to bring foreign seasonal agricultural labor to the US. To learn more about the H-2A program, check out our other blog posts or the link here....

August 22, 2022 · 6 min · Lucas Pauker and Shreyas Parab

What We Learned from Floodgate's Summer Accelerator

Introduction Everyone has a framework, a basis by which they make decisions and navigate the uncertainty of the world. Frameworks are developed over time through knowledge and experience. Learning is a process in which we can incorporate new knowledge and experience into our existing framework. Working on a startup opened the floodgates to new knowledge and experience rushing into our frameworks about building a company. In a small amount of time, it allowed us to understand how to rapidly gain new experience and knowledge…....

August 22, 2022 · 13 min · Lucas Pauker and Shreyas Parab

Why H-2A is Important

In this blog post, we will explain why H-2A is a crucial program that supports the livelihood of countless farmers and workers. H-2A is a US government program that allows farmers to bring foreign seasonal agricultural labor to the US. In 2021, over 300,000 workers came to the US under this program and over 16,000 farms across the country used the program. The H-2A visa lets workers stay in the US for one year, but this can be extended for up to three years....

August 22, 2022 · 3 min · Lucas Pauker and Shreyas Parab

Restoring a Bike

Introduction I recently decided to restore an old Peugeot bike. I wanted to have a nice fixed gear bike to ride and learn more about how bikes work. The bike before restoration. In this blog post, I’ll talk about the process for disassembling the bike, repainting the frame, and assembling it again. I’ll also talk about some mistakes I made and lessons I learned that could be useful for someone attempting a similar project....

February 7, 2022 · 4 min · Lucas Pauker