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Jeffrey Lin's Projects

atexit_playground icon atexit_playground

The atexit package of python can use to accomplish graceful shutdown. Nice to study it!

book_study icon book_study

Here is my notes of books about software engineering, machine learning, and others.

colab icon colab

holding all my colab notebooks

empyrial icon empyrial

Portfolio Management Framework for risk and performance analysis 投资组合管理

fsspec_playground icon fsspec_playground

Study the usage of fsspec, a general python interface for various File System(s) including s3 and Dropbox.

graph_playground icon graph_playground

Experiment with networkx and some graph package for building fast end-to-end graph data pipeline.

historical-map-ir icon historical-map-ir

This project create a system for searching and visualizing historical event by year and location in map.

hyperparametertuningexperiment icon hyperparametertuningexperiment

The goal of this experiment is to compare the effectiveness and efficiency of different hyper-parameter tuning schemes, such as grid search, random search, Baysian optimization, and population-based hyper-parameter tuning. We will leverage a package called, Ray, which support hyper parameter tuning with parallel computation, for speeding up the experiment. We focused on a simple XOR problem, which is a function that required a neural network of only a few layers (two is sufficient). The basic hyper-parameters considered in this experiment are: 1. Batch size, 2. Learning rate, 3. Momentum, 4. Layer count, and 5. Layer Size.

jskiner icon jskiner

A python json schema inferencer with Rust's core.

lyrics_analysis icon lyrics_analysis

My Lyrics Analysis Research Project , Goal : enhence recommendation

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