Machine Learning

Anchor Boxes Data Pipeline References Mingxing Tan, Ruoming Pang, Quoc V. Le. EfficientDet: Scalable and Efficient Object Detection.

Differentiable Architecture Search $$ \begin{aligned} && \min_{\alpha} &&& \mathcal{L}_{val} (w^{\ast} (\alpha), \alpha) \\ && \text{s.t.} &&& w^{\ast} (\alpha) = \text{argmin}_{w} \space \mathcal{L}_{train} (w, \alpha) \\ \end{aligned} $$

The most successful ML projects in production (Tesla, iPhone, Amazon drones, Zipline) are where you own the entire stack. They iterate not just ML algorithms but also: 1) how to collect/label data, 2) infrastructure, 3) hardware ML models run on.

Introduction The Oil and Gas industry is one of the most lucrative industries that has a very high operating cost. Cutting costs is therefore a major priority when it comes to this business.