Takuya Makino
Kanagawa Prefecture, Japan
Summary
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SeniorTakuya Makino is an applied NLP research scientist with 13 years of industry experience translating cutting-edge language research into production systems. He specializes in large language models, information extraction, and search technologies, and has led a small research team to deliver PoCs that shaped product strategy across recruiting and news media. His work includes ACL-published methods for constrained summarization, a commercially deployed FAQ search patent, and significant engineering feats such as large-scale pretraining on Japanese corpora and a 50x faster CPU NER via knowledge distillation. Comfortable from prototyping to deployment, he has built high-performance engines in PyTorch, LibTorch, and C++ and managed GPU clusters for 70GB-scale pretraining. Holding a PhD from Tokyo Institute of Technology, he combines deep academic rigor with pragmatic product impact and a proven track record of mentoring peers to publish at top venues. Based in Kanagawa, Japan, he quietly blends research leadership with hands-on systems engineering to turn novel ideas into customer-facing solutions.
13 years of coding experience
Github Skills (78)
transformers10
sentence10
python10
deep-learning10
gpu10
gemma10
compression10
multilingual10
multimodal10
numpy10
audio10
neural-network10
transformer10
nlp10
sentence-embeddings10
Programming languages (5)
Github contributions (5)
tma15/bunruija
Oct 2020 - May 2022
A text classification toolkit
Contributions:118 commits, 72 PRs, 130 pushes in 1 year 7 months
text-classificationneural-networkspytorchscikit-learn
tma15/onlineml
May 2016 - Aug 2020
A C++ implementation of online machine learning algorithms
Contributions:6 PRs, 30 pushes, 6 branches in 4 years 3 months
cpponline-machine-learning
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