Analyzing Financial Time Series Using BigQuery and Cloud Datalab

This solution illustrates the power and utility of BigQuery and Cloud Datalab as tools for quantitative analysis. The solution provides an introduction (this document) and gets you set up to run a notebook-based Cloud Datalab tutorial. If you’re a quantitative analyst, you use a variety of tools and techniques to mine big data, such as market transaction histories, for…

What is Computer Vision An Introduction

Computer vision is an interdisciplinary scientific field that deals with how computers can be made to gain high-level understanding from digital images or videos. From the perspective of engineering, it seeks to automate tasks that the human visual system can do. what computer vision consist of : Artificial intelligence: Areas of artificial intelligence deal with autonomous planning or deliberation for robotical systems…

Ceiling Analysis in Machine Learning?

Ceiling Analysis is a way to systematically find the weakest component of your system, and therefore optimising that weakest component would best serve your time to bring the greatest improvement to the overall system. Why it is important in case of deep learning? Ceiling analysis is the process of manually overriding each component in your…

ML Strategy for Machine Learning Projects

This post is inspired by Andrew Ng’s deep learning specialization so if you are really interested in this project do check the course. So here comes the questions why ML stratergy? well the answer can be pretty motivating suppose you are working on a criminal identification app via deep learning and you are getting on…