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seung-ltd/README.md

Hi there, I'm Jae 👋

You can find me on:

LinkedIn Substack

🎓 Course Projects

Start Up Financing Econometric Trend Analysis (in progress)

  • Investigating how timing, sector classification, geography, founder background, and media attention impact early stage financing
  • Pre-processing for Kaggle dataset from Crunchbase snapshot: companies, people, degrees, milestones, funding rounds
  • Visualizing the data through plots, histograms & maps to assess significance of factors
  • HTML & API scraping to create external datasets for sentiment analysis to assess media attention
  • Training & validating a model that can predict funding success for early stage companies
  • Preparing to present & publish the investigation as an economic paper

Stack:
Python NumPy Pandas GeoPandas Jupyter Notebook ChatGPT Perplexity Google Scholar

Python Packages/Libraries:
Matplotlib
Seaborn

APIs:
Google Maps
Perplexity Labs

💭 Personal Projects

Stable Diffusion XL Model Training (in progress)

  • Generating sophisticated fashion design images for inspiration & marketing purposes using SDXL model
  • Experimenting with different workflows like LCM-LoRA & SDXL Turbo to rapidly explore prompting
  • Curating a dataset from Instagram for SDXL LoRA training to refine model understanding of desired style
  • Refining the results through further training & fine tuning with Dreambooth, Textual Inversion, Hypernetworks, ControlNet & upscaling

Stack:
Python PyTorch HuggingFace Jupyter Notebook Colab Instagram

Python Packages/Libraries:
ComfyUI (Modular SD GUI & Backend)
Instaloader (Data Scraping)
Kohya GUI (SDXL LoRA Training)

Pinned Loading

  1. Python-EDA-Cleaning-Algos Python-EDA-Cleaning-Algos Public

    Data science in Python

    Jupyter Notebook

  2. Computational-Physics Computational-Physics Public

    From physics labs (using Python)

    Jupyter Notebook