Derek’s Profile

nlp machine learning researcher, Seoul, South Korea

resume

you can view my resume here

ml projects

MLPy
[ongoing] education-focused implementation of machine learning algorithms in python+numpy with detailed comments

Magic The Gathering Card Generation with LSTM Language Modeling
[ongoing] a fun side-project for generating MtG cards using neural networks using an LSTM-LM with weight tying.
see some cards at my MtG Cardsmith page

Sequence-to-Sequence with Luong Dot Attention in Keras
an annotated tutorial keras implementation of word-level recurrent sequence-to-sequence translation with attention.

Multipurpose LSTM_CRF Network with Attention for NER & Intent Detection
a keras CNN-RNN-CRF with attention for joint named entity recognition (NER) and intent detection (Joint SLU task) with ‘aligned seq2seq’. see notebook comments for description.

remote computing setup guide

see my reference guide here

• setting up remote access to a private server
• using ssh sftp and scp
• assigning a server a URL with Google Domains
• using ngrok to access jupyter lab
• setting up PyCharm Pro for remote execution
• etc

notes to myself

notes about conda envs, jupyter lab setup, etc here