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Hello, I'm Siew Lin

  • πŸ”­ I’m the Founder of AIdeaBuddy, developing applications to help navigate life needs in a more productive manner, starting for my own use, my children and others who share the same needs.
  • Previously working in Product Engineering, AI Innovation @ AI Singapore
  • πŸ’¬ I was an experienced package development engineer in the past ( hardware development on Integrated Circuit assembled package ). I'm using the transferable skillsets and engineering concepts to transform myself into another package development engineer, this time on software. I'm the Python package core developer for Rarity, a diagnostic library for tabular data with minimal setup to enable details analysis on datasets, helping users to identify features data that could have potentially influenced the model prediction performance
  • 🏒 I also built a portal for the current organization to collate industrial machine learning projects for better collaboration and knowledge-sharing among engineers.
  • Most of my code check-ins and activities are done in GitLab Enterprise which can’t be accessed publicly. Nevertheless, I use most of the common tools and libraries to support machine learning and deep learning tasks 🎯
  • πŸ•  During my free times, I like playing board games / cards with my children. I like πŸ“š , 🚲 and 🏊 too
  • 🌱 I continue to explore, learn and experiment topics related to Data Science, Machine Learning and Deep Learning
  • ⚑ Fun fact: I used to conquer the fear of motorbike by learning how to ride a motorbike. Tapping on the same thought, I conquer the field of software package by building one myself from scratch πŸ˜…

πŸ“« You may reach me via the channels below:

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Languages and Tools

Siew Lin's Projects

captum icon captum

Model interpretability and understanding for PyTorch

cougar-or-not icon cougar-or-not

An API for identifying cougars v.s. bobcats v.s. other USA cat species

ecco icon ecco

Visualize and explore NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2).

flair icon flair

A very simple framework for state-of-the-art Natural Language Processing (NLP)

google-images-search icon google-images-search

Search for image using Google Custom Search API and resize & crop the image afterwords using Python

manifold icon manifold

A model-agnostic visual debugging tool for machine learning

rarity icon rarity

Data diagnostic package with minimum setup to analyze miss predictions of ML models

shap icon shap

A game theoretic approach to explain the output of any machine learning model.

size-limit icon size-limit

Calculate the real cost to run your JS app or lib to keep good performance. Show error in pull request if the cost exceeds the limit.

transformers icon transformers

πŸ€— Transformers: State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch.

yellowbrick icon yellowbrick

Visual analysis and diagnostic tools to facilitate machine learning model selection.

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