Issue #93
March 7, 2021
This weeks Data Science Book is " Data Science From Scratch " by J. Grus. In this book, Grus, a mathematician by training, guides you through the math, statistics, and ideas underlying the algorithms of modern Data Science while showing you how to implement them from scratch. As you work your way through the book you'll quickly become an expert in the finer points (and possible pitfalls) of each algorithm while at the same time significantly improving your Python proficiency.
- 1. SEER: The start of a more powerful, flexible, and accessible era for computer vision [ai.facebook.com]
- 2. Synthetic Data: Generating realistic user timestamps in SQL [narrator.ai]
- 3. Graph-Based Data Science [derwen.ai]
- 4. Can Auditing Eliminate Bias fromAlgorithms? [themarkup.org]
- 5. The Illustrated Transformer [jalammar.github.io]
- 6. Understanding Convolutional Neural Networks for NLP [wildml.com]
- 7. An overview of gradient descent optimization algorithms [ruder.io]
- 8. Understand Logistic Regression [towardsdatascience.com]
- • Understanding Deep Learning (Still) Requires Rethinking Generalization (C. Zhang, S. Bengio, M. Hardt, B. Recht, O. Vinyals)
- • Understanding vehicular routing behavior with location-based service data (Y. Xu, R. Di Clemente, M. C. González)
- • Link prediction in multiplex networks using a novel multiple-attribute decision-making approach (H. Luo, L. Li, Y. Zhang, S. Fang, X. Chen)
- • Estimating the spreading and dominance of SARS-CoV-2 VOC 202012/01 (lineage B.1.1.7) across Europe (N. Gozzi, M. Chinazzi, J. T. Davis, K. Mu, A. Pastore y Piontti, M. Ajelli, N. Perra, A. Vespignani)
- • On the Instability of Bitcoin Without the Block Reward (M. Carlsten, H. Kalodner, S. M. Weinberg, A. Narayanan)
- • Coupled Contagion: A Two-Fears Epidemic Model (J. M. Epstein, E. Hatna, J. Crodelle)
- • Dynamic Social Media Monitoring for Fast-Evolving Online Discussions (M. Srikanth, A. Liu, N. Adams-Cohen, J. Cao, R. M. Alvarez, A. Anandkumar)
Theoretical Foundations of Graph Neural Networks
All our videos are also available in our YouTube playlist.
Enjoy the newsletter?
Forward it to a friend, or subscribe to get it straight to your inbox.
Subscribe Free