Taichi Nakatani

Data Scientist @ Amazon | Github | Google Scholar

Publications

• Don’t Just Translate, Summarize Too: Cross-lingual Product Title Generation in E-commerce (LREC-COLING 2024 Workshop on e-Commerce and NLP)
• Improve machine translation in e-commerce multilingual search with contextual signal from search sessions (SIGIR 2023 Workshop on eCommerce)
• 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

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