Zsh has seen wide adoption by developers looking to improve their interactive shell experience. I'm rather late to this party, but I'd like you to join too. I started cultivating a bash profile ever since I first logged into a shell. I've collected tab completions, aliases and functions that help get repetitive tasks done quick.
Big-data is transforming the world. Here you will learn data mining and machine learning techniques to process large datasets and extract valuable knowledge from them. The book is based on Stanford Computer Science course CS246: Mining Massive Datasets (and CS345A: Data Mining).
We provide a tokenizer, a part-of-speech tagger, hierarchical word clusters, and a dependency parser for tweets, along with annotated corpora and web-based annotation tools. Contributors: Archna Bhatia, Dipanjan Das, Chris Dyer, Jacob Eisenstein, Jeffrey Flanigan, Kevin Gimpel, Michael Heilman, Lingpeng Kong, Daniel Mills, Brendan O'Connor, Olutobi Owoputi, Nathan Schneider, Noah Smith, Swabha Swayamdipta and Dani Yogatama.
Lately, I needed to switch from DigitalOcean to Linode. The main reason why I moved was that Linode offered Load Balancers and DigitalOcean didn't yet. I needed to make the move with 0 downtime and 0 data discrepancy knowing that the website is highly interactive and has many writes to the databases.
For example, Faceted Sorting suggestions for a "Plasma TV" search query should not read "Sort by: Screen size" because this doesn't clearly indicate that a search scope will be invoked upon selection. Instead, the option should include both scope and sorting attribute (e.g. "TVs by: Screen size").
Rate limiting is essential in many applications, whenever access to an expensive resource needs to be restricted. With many modern webapps running on multiple processes and servers, state has to be shared. An ideal solution would be efficient, fast, and not rely on individual app servers being tied to a certain client (due to load balancing) or holding any state themselves.