Reading Note: Realtime Machine Learning the Missing Pieces Context: ML has predominantly focused on training and serving predictions based on static models Supervised learning paradigm Static models are trained on offline data There is a strong shift toward tight integration of ML models in feedback loops. Broader paradigm (RL) Applications may operate in real environments … More Reading Note: Realtime Machine Learning the Missing Pieces
This is my reading note for the paper titled “Machine Learning: the hight-interest credit card of technical debt”.
Machine learning is powerful toolkit to build complex systems quickly, but these quick wins does not come for free.
Dilemma: speed of execution and quality of engineering. … More Reading notes: Machine Learning: the high-interest credit card of technical debt
Below are several key trends in the Artificial Intelligence, Big Data, and Data Science fields that I extracted from the links 1, 2, and 3: 2017 will be a big year for both IoT and AI Increasing hybridization of deep learning with other ML/AI techniques, as is typical for a maturing technology More advances in unsupervised … More Several Key Trends in 2017
From “ARTIFICIAL INTELLIGENCE AND LIFE IN 2030”. Artificial Intelligence (AI) is a science and a set of computational technologies that are inspired by—but typically operate quite differently from—the ways people use their nervous systems and bodies to sense, learn, reason, and take action. While impressive, these technologies are highly tailored to particular tasks. Each application … More AI Quotes
(This is my capstone project at NYC Data Science Academy) 1. Why we need recommendation? Recommendation is a big topic. Netflix was willing to spend 1 million dollars to summon the best movie recommendation algorithm for their service. Facebook devised hundreds of variables just to carefully gauge the recommended feeds on the first page when you … More Yelper: A Collaborative Filtering Based Recommendation System
(This is one of my project at NYC Data Science Academy) When Vito Corleone, the head of the Corleone crime family in the movie “The Godfather”, was shot on the street of New York by hitmen, I was shocked. I was shocked not just because I was so immersed in the movie, but also due … More 7 Sins in NYC
(The dataset described in this post is currently publicly available in Kaggle. This is one of my project at NYC Data Science Academy) 1 Question How can we tell the greatness of a movie before it is released in cinema? This question puzzled me for a long time since there is no universal way to … More How to tell the greatness of a movie before it is released in cinema?