Joshua Ip
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Joshua Ip Email & Phone Number

PhD candidate @ UC Berkeley | Machine Learning at University of California, Berkeley
Location: Berkeley, California, United States 3 work roles 2 schools
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Role
PhD candidate @ UC Berkeley | Machine Learning
Location
Berkeley, California, United States

Who is Joshua Ip? Overview

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Joshua Ip is listed as PhD candidate @ UC Berkeley | Machine Learning at University of California, Berkeley, based in Berkeley, California, United States. AeroLeads shows a matched LinkedIn profile for Joshua Ip.

Joshua Ip previously worked as PhD AI/ML Researcher at University Of California, Berkeley and Machine Learning Researcher at Mitsubishi Electric Research Laboratories. Joshua Ip holds Doctor Of Philosophy - Phd, Chemical And Biomolecular Engineering from University Of California, Berkeley.

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University of California, Berkeley

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About Joshua Ip

Google Scholar: https://scholar.google.com/citations?user=rlrgYbAAAAAJ&hl=enGitHub: https://github.com/ipjoshua1483I am a PhD candidate at Berkeley and my work revolves around ML-based methods for engineering applications. This has taken form in various projects ranging from leveraging derivative observations for more robust Bayesian Optimization algorithms in higher dimensions, establishing Lyapunov losses in neural network policies for stability in optimal control problems, to transfer learning of biological organism data from Earth to space for biomanufacturing on Mars.

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University of California, Berkeley
University Of California, Berkeley
PhD candidate @ UC Berkeley | Machine Learning
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3 roles

Joshua Ip work experience

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Phd Ai/Ml Researcher

Current
  • Selected ProjectsCartoonizing Images with Computer VisionWebapp: https://tinyurl.com/ipjoshua-cartoon-CVGitHub: https://github.com/ipjoshua1483/cartoonize_image_with_computer_visionAWS, Flask, OpenCV, Computer Vision.
  • Utilized OpenCV for image processing via Computer Vision; k-means clustering for color quantization
  • Deployed web application with Flask and intuitive front-end interface with HTML/CSS for user experience
  • Deployed with AWS with knowledge of cloud architecture and Linux-based server managementReinforcement Learning on Ising SystemGitHub: https://github.com/ipjoshua1483/Reinforcement-Learning-on-Ising-SystemPyTorch, LLMs.
  • Applied Proximal Policy Optimization & Evolutionary Optimization (NEAT) on sparse reward system
  • Utilized Prompt Engineering with LLMs for quality image generation to elevate reader comprehensionDeep Learning for Biomanufacturing on MarsGitHub.
Aug 2022 - Present

Machine Learning Researcher

  • Python, PyTorch, LLMs, Prompt Engineering, Bayesian Optimization, Linux, Bash, YAML
  • Publications accepted for NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty (spotlight/invited talk); accepted for AAAI 2025
  • Deployed scalable PyTorch framework for human-in-the-loop/human-AI Bayesian Optimization
  • Probabilistic Modeling via Gaussian Processes for predicting objectives and user behavior modeling
  • Parallelized code in Linux high-performance computing clusters via Bash scripts and YAML data files
May 2024 - Aug 2024

Data Scientist

  • TensorFlow, Pyomo, SQL, Excel VBA, Deep Learning, Optimization, Clustering, Data Science, Data Analysis
  • Aggregate data with SQL and cleaned/interpolated missing experimental data using Excel VBA
  • Deployed Pyomo Mixed-Integer Non-Linear Program with hierarchical clustering for labeling data
  • Developed Deep Learning framework in TensorFlow to map features to labeled compounds
Jul 2021 - Sep 2021
2 education records

Joshua Ip education

Master Of Engineering - Meng, Chemical Engineering, First Class Honors

2018 - 2022 Dean's List

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What company does Joshua Ip work for?

Joshua Ip works for University of California, Berkeley.

What is Joshua Ip's role at University of California, Berkeley?

Joshua Ip is listed as PhD candidate @ UC Berkeley | Machine Learning at University of California, Berkeley.

Where is Joshua Ip based?

Joshua Ip is based in Berkeley, California, United States while working with University of California, Berkeley.

What companies has Joshua Ip worked for?

Joshua Ip has worked for University Of California, Berkeley, Mitsubishi Electric Research Laboratories, and Shell.

How can I contact Joshua Ip?

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What schools did Joshua Ip attend?

Joshua Ip holds Doctor Of Philosophy - Phd, Chemical And Biomolecular Engineering from University Of California, Berkeley.

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