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πŸ‘‹ Hi there!

I'm Jacob, a Senior Machine Learning Engineer & Researcher at Voxel51 voxel51 icon , where we're revolutionizing AI and computer vision with our powerful open-source toolset, FiftyOne.

πŸŽ“ Education

  • Ph.D. in Theoretical Physics, Stanford University
  • B.S. in Intensive Physics, Math & Philosophy, Yale University

πŸ“ Blogging & Writing

I regularly contribute to technical topics on Medium, where I have over 7,500 followers. My writings cover AI, ML, computer vision, data cleaning and curation, and more!

See popular articles
How I Turned My Company's Docs into a Searchable Database with OpenAI How I Turned My Company's Docs into a Searchable Database with OpenAI
April 25, 2023 | Towards Data Science
In this article, I discuss how I leveraged OpenAI's GPT-3 to turn my company's documentation into a searchable database. This project simplifies the way we access and interact with internal resources, enhancing productivity.
How I Turned ChatGPT into an SQL-Like Translator for Image and Video Datasets How I Turned ChatGPT into an SQL-Like Translator for Image and Video Datasets
June 08, 2023 | Towards Data Science
In this article, I discuss how I used GPT-3.5 to create a text-to-query translator that allows users to interact with image and video datasets using natural language.
What I Learned Pushing Prompt Engineering to the Limit What I Learned Pushing Prompt Engineering to the Limit
June 12, 2023 | Towards Data Science
In this article, I share my experiences and lessons learned from pushing the boundaries of prompt engineering. Using advanced techniques, I explore how to make the most out of language models for various applications.
AI Telephone β€” A Battle of Multimodal Models AI Telephone β€” A Battle of Multimodal Models
Jun 15, 2023 | Towards Data Science
In this article, I explore the competitive landscape of multimodal AI models by setting up an "AI Telephone" experiment. I discuss the intricacies of various models and how they perform in this unique setup.
An Ode to my Physics Ph.D. An Ode to my Physics Ph.D.
July 18, 2023 | Towards Data Science
In this article, I open up on the journey from physics to machine learning, the challenge of transitioning into industry, and lessons learned along the way!
How to Build a Semantic Search Engine for Emojis How to Build a Semantic Search Engine for Emojis
January 09, 2024 | Towards Data Science
In this article, I detail the process of building a custom vector search pipeline utilizing multimodal data, cross-encoders, and reranking!

πŸ€— Connect!

LinkedIn Medium Twitter Hugging Face

If you have an idea for an integration, plugin, blog post, or something else you'd like to chat about, feel free to reach out!

Things I Care About

  • βš›οΈ Physics
  • 🌎 Climate
  • πŸ“– Open source | Open science
  • πŸ«€ Building with purpose

Awesome Open Source Projects

Here is a short list of some open source libraries I love ❀️! I've contributed to some of them, and some I just love using 😎

Data
Models
LLMs
Vector Databases

Jacob Marks's Projects

awesome-clip-papers icon awesome-clip-papers

The most impactful papers related to contrastive pretraining for multimodal models!

clustering-plugin icon clustering-plugin

Compute clustering on your data in a visual, intuitive way with FiftyOne and Sklearn!

compressionvae icon compressionvae

General-purpose dimensionality reduction and manifold learning tool based on Variational Autoencoder, implemented in TensorFlow.

diffusers icon diffusers

πŸ€— Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

emoji-maker icon emoji-maker

Create unique emojis with SDXL-emoji finetune and add them to the Emojis dataset!

itensor icon itensor

A C++ library for rapidly creating efficient tensor network calculations

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