See some source code instructions.

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Recommendation algorithms available:

• By tag frequency for photo contributions of each user: what the system does is score each other user on the database based on the number of tags you have in common. Each user is represented internally as a sparse vector with tags as dimensions, where the value on each of these dimensions equal the number of Flickr contributed photos that contain that tag. A vector product is then made with each other user in order to find the most similar one. Several different metrics may be used to tell how similar each user is.
• More to come !

We have around 1.8mi user-tag tuples on the database so a recommendation takes about 6 seconds, which is really not good since server CPU usage stays at 100% during this time. This is going to improve soon as I work around better indexing and scoring techniques.

Completely hidden from users is an A/B test for determining recommendation algorithm variants that work better. Feedback provided by users are stored together with parameters chosen randomly for each generated recommendation.

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• Improved content-based image searching:
  • External image (by upload or URL) suppport for similarity search
  • Sketch applet for searching for similar images
• Image recommendation based on:
  • currently favorited photos (by visual similarity or tags)
  • contacts
• Contact recommendation based on:
  • contacts in common
  • currently favorited photos (by visual similarity or tags)
• < your suggestion here ! >

• isk-daemon instances cluster support
• visual search scope narrowed down by tags
• major bugs and memory leak fixes
• POX (POST+XML) API has been removed and will be no longer maintained
• improved web admin interface

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Current features are: Searching for visually similar images within a given set of tags or from the entire database, which consists of roughly 25k images from the “interesting” pool.

The people are using internet phone to connect with the World Wide Web which is one of the latest telephone service. But, pbx is the big problem for these phones. The problem is how to guarantee the packets for a connection will not be delayed or dropped due to interference from lower priority traffic. These problems severely affect the anhosting service takers. Because they all are involved in affiliate marketing programs through which they are generating large amount of revenue by working at home. For these marketers site design has a very important role. They all are very much conscious for very attractive templates. In these templates calendar template is gaining popularity from last few years.

Regarding the roadmap, yes, it does seem an amazing amount of work for a single part-part-part-time developer and yes it’s going to change a lot in the near future. I plan on doing a second review soon rearranging some features which I believe are critical and should be on earlier releases.

Something else I want to do as soon as possible (after the first release) is to spread the word about this effort as much as possible (possible targets: eclipse developers newsgroups, people previously interested on imgSeek and user groups for similar solutions)

Needless to say: I need your help so this effort can gain more momentum and become something great !

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