Taichi Nakatani

Data Scientist @ Amazon | Github | Google Scholar

Publications

• Bryan Zhang, Taichi Nakatani, Stephan Walter, “Enhancing e-commerce product title translation with retrieval-augmented generation and large language models”, CIKM 2024 Workshop on Data-Centric AI
• Greg Hanneman, Natawut Monaikul, Taichi Nakatani, “Impacts of misspelled queries on translation and product search”, ACL 2024
• Bryan Zhang, Taichi Nakatani, Daniel Vidal Hussey, Stephan Walter, Liling Tan, “Don’t Just Translate, Summarize Too: Cross-lingual Product Title Generation in E-commerce”, LREC-COLING 2024 Workshop on e-Commerce and NLP
• Bryan Zhang, Taichi Nakatani, Stephan Walter, Amita Misra, Elizabeth Milkovits, “Improve machine translation in e-commerce multilingual search with contextual signal from search sessions”, SIGIR 2023 Workshop on eCommerce
• Leah Nicolich-Henkin, Taichi Nakatani, Zach Trozenski, Joel Whiteman, Nathan Susanj, “Comparing data augmentation and annotation standardization to improve end-to-end spoken language understanding models”, NeurIPS 2021 Workshop on Data-Centric AI

Georgia Tech OMSCS - Course Notes

1. CS7646 - Machine Learning for Trading
2. CS7637 - Knowledge-based AI
3. CS6603 - AI, Ethics and Society
4. ISYE6501 - Introduction to Analytics Modeling
5. CS7641 - Machine Learning
   • Supervised Learning notes
   • Unsupervised Learning notes
   • Reinforcement Learning notes
6. CS6750 - Human Computer Interaction (HCI)
   • Lecture Notes
   • Readings Notes
7. CS7643 - Deep Learning
   • Module 1 notes
   • Module 2 notes
   • Module 3 notes
   • Deep Learning (Goodfellow) notes
8. CS7650 - Natural Language Processing
9. CSE6250 - Big Data for Healthcare
10. CS6515 - Graduate Algorithms
11. CS8001 - Data Structures and Algorithms

Notes from Books / MOOCs

• Data Analysis with Python and PySpark (Rioux 2022)
• Grokking Algorithms (Bhagarva 2016)
• R for Data Science (Grolemund, Wicknam 2016), partial chapters
• Coursera (Imperial College of London) - Linear Algebra for Machine Learning (Incomplete)
• Coursera (deeplearning.ai) - Linear Algebra for Machine Learning
• Coursera (deeplearning.ai) - Calculus for Machine Learning
• Python Workout (Lerner, 2020)

Notes-to-self

• Configuring nb_convert CSS