Camera Edge Storage / Recording Tutorial 2015

Author: John Honovich, Published on Jun 29, 2015

~70% of IP cameras allow storing video onboard, at the 'edge', typically through the use of SD cards.

The big question is whether and when it makes sense to use edge storage / recording inside the IP camera.

In this tutorial, we teach:

  • Edge compared to centralized and edge site storage
  • The 3 most common edge applications explained - server elimination, network load reduction and recording redundancy
  • Camera support and limitations
  • Third Party Compatability and ONVIF Profile G
  • Storage Reliability
  • Direct to NAS Alternative
  • Stealing Storage
  • The Business Case for Edge Storage
  • Future of Edge Storage

~**% ** ** ******* ***** ******* ***** *******, ** *** 'edge', ********* ******* *** *** ** ** *****.

*** *** ******** ** ******* *** **** ** ***** ***** to *** **** ******* / ********* ****** *** ** ******.

** **** ********, ** *****:

  • **** ******** ** *********** *** **** **** *******
  • *** * **** ****** **** ************ ********* - ****** ***********, network **** ********* *** ********* **********
  • ****** ******* *** ***********
  • ***** ***** ************* *** ***** ******* *
  • ******* ***********
  • ****** ** *** ***********
  • ******** *******
  • *** ******** **** *** **** *******
  • ****** ** **** *******

[***************]

Compared ** *********** *** **** **** *******

****** *** ************ ******* ***** **** *** ** *********** *******, whether ** ** * *** ****** ** ** *** ** DVR ********. ***** ** ******** ** * ****** *** *********** to * '*******' ******** ***** ******** ***** ***** *** ******** in *** **** **, ****** ** *********.

****** *************, **** **** *****, ********* **** * ******** (** recorders ********* ** ****** ** *******) ** **** ****. **** can ** ********** * **** ** '**** *******' *** ** is *** ****** ***** **** ******* *** ********* ******** ** the ****.

** ********, **** **** *******, *** ***** ** ********, ******* and ****** ***** ****** *** ****** ******. ***** **** *** need ** ** **** *** ** *** ****** ****** ******* wants ** **** **** ***** ** ****** ******** *****. *******, only ** ******* ******* **** *******; **** ** *** ******** in ****** ** ** *** ******* **** **** ** ******** their ***** ** *****-***** *********. ** ******* **** ****** ** their *** ***** **** ******* *** *********** '****** ******* ****" ** they ******* **** ***** ******* *** ********* ** ***.

***** ***** *** ** ******** ** **** ******* *******, *** most ******* ***** *****:

  • ** **** ***** *** ********** ***** **** ******* ******** ******* to ** ******* **.
  • ** *** ****, * *** ************* (*.*. *******) ***** **** drives **** *** ******* *** *** *********** ********* **** ************ made **** *********.
  • ** *** ****, * *** ************* ******* ******** **** ***** to ** ********* ******** ** *** ******.

Common ************

***** ********* ************ *** **** ****** *** **** *******:

  • *** ****** ***********- ******* ** ******* ** * ****** ** ********* ** NVR, **** ****** ****** *** ****** ***** **** ******* *** connect ** ***** ******* ******** ***** * ******. **** *** the **** ****** ** ***** **** * ***** ****** ** cameras ** *** ******* ********* **************** **** *** ********** ****.
  • ******* **** *********- *** *** ********* ********, **** ********, ********* ****** *** camera ********* ******* *** ******* ** *** *******. ******* ** streaming ************ ** ******** ***** ** ******, *** ***** **** is *********** **** ******* ***** ** ***** **** ** ** an *************.
  • ********* **********- **** ******* *** ** **** ** * ****-** ** recording *********, ******** **** ** ***** ** **** **** ** the ******* ********** **** **** *********** ** *** *** / NVR ** ******* ************. **** *** ********** ** *** ******** is *************, *** ******** *** ******* ***** ****** ****** *** downtime ** ** **** **** *** ****** ** ** (****: must ****** *** ******* *** **** ******* *** *********** **** specific *******). ********** *** **** ******* ** **** ***** **** in ***** *****, ******* ******** ************.

Camera *******

************, ** **** ******* ** *********** *** ** *******, **** on ***-****, ***-*** ****** ** *********** ** ********** ****. **% ** ** ******* ******* ******* ******* ** *** **** ****** ****** , ****** *** via ** *****.

***** *** ***** ********* *********** ********** ***********:

  • ******* ****
  • ******* ***********
  • ******** / ********* *************

Storage **** ***********

** ****, *** *** ******* **** *** **** **** ** ** cameras ****** **** **** ** *****.

**** ** *******, ********** ***** ****, **** ******* **** *****, limiting ******* ** ****. ***** ******* *** ******* ****, ***** removes **** **********. *******, ********** ** *** ** **** ******* supported, **** **** *** ************ ******** *** ******* ******* **** they support.

** ********, **** ** ******** ****** ****** ***, *** *******, is **** **** *** '************' ** **** ********* ******* ***** ** *****.

**** *** ****** ** ********** ** * *** ** ******* recorder, ***** *** *****'* ** ***** ** *** * *** of *******. **** *** ******, *** **** ** **** ****** depends ** **********, ***** ****, ***********, ****** ** ********** *********, activity ******, ***. **** ****, ******* * ***** ** ********* will ** **** **** ******* *********** ** *** ** ***** key ********** *****.

Storage ***********

** *** **** *** *****, ******** **** **** ******* *********** have ****** **** ***********. *** *******, ***: **** **** ******* *** ****** ********* ** ******** *** **** ****** **** ********* ********, ****** ********. **** **** *** ******* ***, ** ***** ********* ******* they *** * ***** ******* *** ******** **** ******* *******. However, **** ******* ** ****** **** ***** ******'* **** ******* also **** ********.

*** ***** ****** ** *** *** ** ***** '*******' ** cards, ** ** ***** ***** **** ****** ***** ********* ** enterprise *********. **** ******** ****** ********* ***** ** ** *****, ****** we ******* **** ** ************ ** '*****' **** ******** **********, only **** ** **** ** ******** *** ******** *******. ********, SanDisk, *** *** ***** * *** ** ********* *** *** cards ** ************,******** * '************ *********' *******, ****** **** ** **** *** *** **** **** **** 1.5 ***** ********* ********.

****** ****: ******* *********** ** * ******* *** ****** *** deploy **** *******, ***** **** **** ******** ****** ******** ** what **** ********* *** *** ******* ** ******* / ********.

Third ***** *************

*** ******* ******* ***** **, *************, *** **** ** * or * ***** ***. ***** ***** *** ******* *** **** storage ******* ****. **** ** *** *** ****** ***** ****** a ******, ** **** *** **** *** *** ****** ******** it. **** ** ******* ******* ** ***** *** **** ***** for *********** ******* ** ********** ***** *****. **** **** ******* VMS *********** *** **** *** ***** *** ***, *** *** third *******.

** *** *********** ****, ***** ********* ****** ** ******* ****** of ************'* ******* ** * *** *** ****** **** ***. However, **** **** *******, **** ***** ******* ** ******* *** the *** **** ** ******* *** ***** ****** *************, ********* only ****** ****. **** **** **** *** ****, ******* ****** has *** ****** ***** ***** **** ******* ******* *** **** is ***** * ******** ** *** *******.

*** / ***: ****** **** **** ****** ** ********* *** ***** integrate **** **** ****** ** **** *******.

ONVIF ******* *

* ***** ***** *******, *, **** ** ******** ******* / retrieval ** ******** *****, ** *******. **** *** *** ********* to **** ***** ***** ******* ********** ** ***** / ******** as **** ** ***** / ******** *********** **** ****** **** storage. ** *** **** ****, ******** ****** ******* *** ***** Profile * ** *******, **** *** ****** ** ** **** 2015. *******, ** ***** *** ********** ********** ***** ******* * ** this ****, ************* ************ ******** ************** ** ***** * ******* ** ***** ***** **** *******.

******* * ** ****** ******** *** *** ** * **** fast ****. *** *********** **** ** ***** **** ***** ** 2015 ** *** *** ** **** **** ********* ** **** reduce *** ***** ***** ************* *******.

Edge ******* *********** - ****** ** ***

*** ***********, ****** ** ***, ****** ** ********** *** ***** who **** ** ********* *** ******* *** ****** **** ********* and/or ******* ******* ** *******. *******, **** **** **** **** if ***'* ****** *** ******** ****** ** *** *********, ***** is ********. *** *** ****** ** *************** *** *** **** *** **** ** ****.

Stealing *******

***** ******* *** ****** *********** ****** *** ******* ** **********, using **** ******* ***** ******* *** ******** ***** ******** *** cameras ***. *******, **** ***** ** ****** *** ** ********* to ******* ***** ********. *** **** **** ** ** ** access *** **** ** *** ****** *** **** *** *** card. *** **** ** * ********* **** **** ** *** whether ***** **** ****** ** **** **** ***** ** *** security ******** ** *** ************. ** ****** **** **** ******** facilities ** **** **** ** ************ ***** *** **** ** the ****** ** ** **** ********* ***** ****.

The ******** **** *** **** *******

*** **** ******** **** *** **** ******* ***** ** ******, more ******* ******* **** ***** **********. ** ***** *******, ***** using ********* ******** ** ********* ** ********, *** *********** ***** of * ~$*** ** **** *** ****** ** *** *********** *** the ********** **** *** *** ***** **** ******** **** ********* is ******, ****** *** *******.

* *** ***** ***, ***** **** ******* ** ********* *********** VMSes / ********* *** ********** *** *** **** *** ****** gotten *****. *** ***** *** ****** ****** *** ****** ****, HD ****** *** ******** * ******* *** ***** **** *********** to ******* ****. **** **** ********* **** **** ****** *********, given *** ****** **** ** **** ******* *** *** ~$*** SD **** **** *** ****** ****** **** ***** ** *****, especially ***** ** ****** **** *** ** ***********.

*** *****, ******, ***** **** ******* ********* ***** *** ****, is ** **** * *** ******* (*, * ** *) is ****** *** ****. ** **** *********, *** **** *** complexity ** ****** * ******** ********* * *** ** *****.

Future ** **** ******* / *********

**** ******* ** ********** * ***** ** **** (******* **** ******* ***** **********).

*** *** ******** *** (*) ***** ***** *************, (*) *********** and (*) ****. ****** ***** *** **** **** ******** ** each ***** **** *** **** *** *****, ** ** *** fast. ******, *** ******* ***** ******* ***** ** ** ** a ******* ****. ** ****, ******* **** ******* **** ***** edge *******.

****: **** ** * ************* ******* ******* ** ******* **** ******* / ********* ********.

Comments (14)

Dale White

06/29/15 07:52pm

****,

****** *** ****. ***** *** ************* ** **** **** **** toward ********* *** ********* ** **** ****. * **** ********* for **** ******* *** * **** ****. **** ***** ************ moved ************ *** **** ** *** **** ***** *** *.* access *******. ** *** ****, *** ****** ******* ********* **** made ** * ******* ********* ***** ******* ******** **** ***., but **** *** ** ***** ***.

** **, * ***** **'* **** ******* ** **** **** data ******* *** **** ****** ** **** ******. * ****** if *** *** ******** ***** **** **** *******?

** ***** * *** ** ***** ******** **** ******* ** video **** ****** ** ******* ******* ******, ******, ***. *** studys **** ***** **** used. ** ** * **** **** **** ** ******* ***'** just ******* *** ******* ************** *** ** ******.

****'* **** ****** * ** *** **** ***** ******* * shovel **** ** ****. ** **** * **** ** ** in **** **** *** *** **** ***** ** ***** **** the ***** ******* *** *********.

***** *** ******* ****** ****, ********, ********** **** ******* ***** simplify * *** ****** ******* *************. *** **** *** ** hasn't **** * ******** ****** ***.

***'* ****!

John Honovich

IPVM | In reply to Dale White | 06/29/15 07:59pm

****, **** ********!

"* ****** ** *** *** ******** ***** **** **** *******?"

** ******** **** ******* ********** ****- *** **** ******** *** * *** ** ******** *****.

"** ***** * *** ** ***** ******** **** ******* ** video **** ****** ** ******* ******* ******, ******, ***."

***** * ** *** ********** *** *** *** ***** ***** terms. ******, ***** ***** ** * **** ****:

  • '****' ** '******' **** - ***** ** ******* ****** *** edge ******, *.*., ******
  • '****' ** '*****' **** - ***** ***** ** ***** **** centralized ********* ** *** **** ** ***** *** *********** ******** to *** ******* / ************ (*.*., *** ***** *** *** recorders, * ** **** ****).
  • '****' ** '******' *********** - ***** ** ***** ** ****** at *** **** ** ***, *** *** ***** ** ***** across *** *** ** * ****** **** ****** (****** ******** to ** ************ ** ** *** '*****')

*** '****' ** '*****' **** *** **** *** **** ****** solution, ******* ** *** ********* ** ***** ** ****** '****' position. ** **** **** *** *** ******** ** **?

Dale White

In reply to John Honovich | 06/30/15 12:45pm

***** ** ***** ** ** **** "****" **** ******* ** the **** ******* *** *** ** *** ****** ******* *** of *** **** **** * ***** ******* ********. ***** *** most ********, * **** ** * ******, * ***** * don't ******** **** ****.

***** ** * ********* ********** ** ******** ******** ***** **** all ***** ****** * *** ** * ******* *******. ** in **** "******" ***********. *****!

**** *'* ******** ****, * ***** ** "******" **** ** in * ****** ***** ****** **** ****** *** **** ******* and *** ******** ************* ** *** ****. ******* ** *** camera. ****** **** *** ***** ******. ** ** *** *** to * ******** *****+ **** **** ** ********** ** *** VMS, * **** *** *** ****** *** **** ***'* ** a ****** ************ *** ***** ** ******* ** **** *******.

John Honovich

IPVM | In reply to Dale White | 06/30/15 03:13pm

"** ** *** *** ** * ******** *****+ **** **** is ********** ** *** ***, * **** *** *** ****** why **** ***'* ** * ****** ************ *** ***** ** cameras ** **** *******."

* ***** *** *** *** ***** ** *** **** *** years. *** **** ** *** *** *******? *********** *** *********** recorder **-****?

* ****** *****:

  • *********** ********* - *** **** **** ****, **********, ******** ** dealing **** ****** ** ** ***** ** * *** **** drives?
  • ******* ******* **** ******* - **** ******* ******* **** ***** a **** ****** ****, **** ******* **** ******* *** *** same **** ************ ***** ***** ** ** ***** (*.*., *** cameras **** ***** *****, **** ******* ****** *** ** ****, others **** ****** *** **, ***.)
  • ************* ****** - **** ********** ********** **** **** ********* ******* cause ****** ** ****** ** ********? **** ******* **** * camera ** ************, ***** ** ********* **** ****** **** * recorder.

* ** *** ******* **, * ** **** *** **** if ** **** ** * *** *** *** ****** ************* to ** '****' ****.

Dale White

In reply to John Honovich | 06/30/15 03:43pm

* ***** ***'** ***** ***** *** ****** *************. **** **, large ************* **** **** ******** **** *** *****, "*** ***", or ******** ***** ***** * *** **** *** **** ***'* justified. ****** **** **** ** ******** ** ********** ******** ** the **** (****** ****** ****). ****, ***** ***** **** *** "tethered" ** * ****** ********.

** ** ********** ***** **** **** *** ****** ************, *** the ******* *** *******. *** * ***** ** ****** ****** district, ** *********** ***** *****, ***** ***.

* ***** *** ******* ******** *** **** *** ************ *****'* taken ** *********. ** *'* **** ** ***** *** ** 500GB ** **** ** * ****** *** *'* **** **** going ** **** to ************ **** *** ** ** **** * ******* ********* else ** ***** **?

John Honovich

IPVM | In reply to Dale White | 06/30/15 03:52pm

* ***** ***** ***** *****.

"** *'* **** ** ***** *** ** ***** ** **** on * ****** *** *'* **** **** ***** ** **** <2% ** **, *** ***** * **** ** ************ **** all ** ** **** * ******* ********* **** ** ***** it?"

** **** *****'* ********:

(*) *** **** * *** ********** ****** ** *** ****** and ******* *** *** ******* *** **** * *** ** 8Mb/s, ** * *** *** *********** **** ** ******* (*.*., sending **** *** ****** ** * ******** ** ****).

(*) *** **** ** ******* ** * *** (********, ***, etc.) *** ** **** ********* **** *** **** ** ******* inside * ****** (***** ** ****).

Undisclosed #1

06/29/15 10:39pm

**** **** ******, * *** ****** *'* ******* ** ****:

*** *** *** *********** ** ****-******* *** ******* **** **** (in **) *** ********** ** ********* *** ***** (**** ** these *** *********, *'* **** **********/*********). **** ******* ** ***** for ***** ***** *** **** **** * ***** ****** ** cameras *** **** **** ** ******/******** ******** ***** **** ******.

* ******** **** **** ********* ******:**** ** *** ******** ** ****** ** ** *** ******* that **** ** ******** ***** ***** ** *****-***** *********.

**** ******* ** ****** **** ******* *** ***** ** * way **** ***** *** ******* *** *** *******. ******* ******** connected ** ** ***/*** ***** ****** ** **** ******* ** most ********* ***********.

********* **** *** ********* ** *** ******* ** *** *** of **** ******* *** ******* **** **********. * ***/**** ****** ask ***** **** * ***, *** ** *****'* **** **** that. ********* ********, ** *** ***'* **** *** ********* ** record ***** ****, *** ***'* ** **** ** "******" ** in *** ****** *** ****/******* ** ** **** *********** ******** later.

** ***** ** ** *****, *'* ******** ******* ********* *** a * **** *********** *****. *** *** *** *** **** sheets **** **** ** *** ******* ***** *** **** ***** math ** ********* ** ******** **** ****, *** ** ** experience ***** ** **** ** ** **** **** *** ***** number ** ***** ******.

*** **** **** ** **** *** ** ***** **** **** to **** ***** ***** ****** *****, *** *** *** ***** some ** **** ****** ********** **** ** *** *****. ***********:

*) ********* *** **** **** *** **** *** *** *** (within * *** ** ** **, ** *****'* **** ** be *******). ***'* ****** ***'** ******* ****/***.

*) ******** **** ***** ******* ** **(****) *** * *****, 2700GB ** **** ****.

*) **** **** ** **** **** *** ****** *** ****** above ** **** **** **** (**: ******/***** **** = **.**)

*) ****** * *** ** * ****** *****, **** **** is * ****** *** ******* **** **** **** **** (***'** going ** **** **** **** ** *** **** *** *** want ** **** **** *** ***'* *** ** ***** **** the **** ***** *** *** *** *** **** ***** **** OS **** **** **** ** *** **** *****).

*) ***** *** ** ****, **** *** ***** ****, **** that ********* ****** ** *** **** *** ***, **** *** third. ** **** ******* ******* **** ***** ********* ** **** (eg: ** ***** ** **** ****).

*) *** * ******* ******** ***** ***** *** **** *** ******. ** ***** *** * high ****** ** ****** ******* ** ****** *** ****.

**, ** ***** *** ***** ******* ***, *'** **** * lot ** ***** **** ** *** ***** **-** ****, ** they **** **** **** ****'** ******** **** * ****** ** years. *** *** ******** * ***** ** *****-****** **** **** script-fu ** ***** ** ******* *** ***** ****** ***** ****** they're *** ***** **** *** ** **** ** *** ***.

John Honovich

IPVM | In reply to Undisclosed #1 | 06/30/15 12:02am

"* ******** **** **** ********* ******:**** ** *** ******** ** ****** ** ** *** ******* that **** ** ******** ***** ***** ** *****-***** *********."

*** ******** *******, ** *** ***********, *** ****** *** **** 'edge *******' ***********.

"******* ******** ********* ** ** ***/*** ***** ****** ** **** storage ** **** ********* ***********."

**** *******, ** *** ***** *****, ** ***** '****** **** storage' ** **********. ***/*** **** ******* ** ********* ***** *** far **** ******** **** **** ****** **** *******, ****** * different *****.

"********* **** *** ********* ** *** ******* ** *** *** of **** ******* *** ******* **** **********."

**** ** ******* ** ***** * ** ****** ************.

**** ****** ** *** ** **** *****. ***** ** *********** / *********** ****** *** ************ ************* ** ************ ** **** as * *******.

Undisclosed #2

In reply to John Honovich | 06/30/15 12:24am

**** ****** ** *** ** **** *****. ***** ** *********** / *********** ****** *** ************ ************* ** ************ ** **** as * *******.

** *** ***** **'* ***** *** ** **** ********** **** you *** ** *** **** ******? ***** **** * ****** out ** * ***** ***** ** ******, **?

John Honovich

IPVM | In reply to Undisclosed #2 | 06/30/15 12:29am

*** ** **********. ** **** ***** **** ** **** *** SanDisk ************ ***** *** **** / **** ***** *********** ** that.

**'* * ***** ****. * ***** ***** ****** ************* ****** make ** ** **** ** ******** ** *** *** ** cards **** ****, ** ****** *** **** ******** **** * guy ******** ******** **** ** ** *** ****** ** ***** office ****, ***.

Undisclosed #2

06/29/15 11:17pm

**, ** ***** *** ***** ******* ***, *'** **** * lot ** ***** **** ** *** ***** **-** ****, ** they **** **** **** ****'** ******** **** * ****** ** years. *** *** ******** * ***** ** *****-****** **** **** script-fu ** ***** ** ******* *** ***** ****** ***** ****** they're *** ***** **** *** ** **** ** *** ***.

** *'* ************* *** *********, **** ***** ***. * ***'* doubt **** ***** ** * **** **** ** ******** ** reliability ** ***** **** ** *** **** **** *** ********, but ** ** **** ***** **** ***** ***** ******** ** limited ** *** ***** ****** ** **** ********, ** ***** for *** ******* ****.

********** ********** ** **** ** ****** ***** ** ******** ** reduce *** ******** ** *** **** ** ** **** ** the **** ******* *** ****. ** **** ** **** **** in **** * ** * ****? ***** **** ***** ** enough ** ********* *** ***** *****.

* ******** **** **** ********* ******:**** ** *** ******** ** ****** ** ** *** ******* that **** ** ******** ***** ***** ** *****-***** *********.

*** ********? * ******* **** *** ******* ***** ****** ************ video ** *** ** ****, *** * ***** ******* **** would **** ** ** * ****** ** *******. ** *** any ****** ******, * ***'* *** *** *** ******** ** all.

Undisclosed #1

06/30/15 02:19am

********** ********** ** **** ** ****** ***** ** ******** ** reduce *** ******** ** *** **** ** ** **** ** the **** ******* *** ****. ** **** ** **** **** in **** * ** * ****? ***** **** ***** ** enough ** ********* *** ***** *****.

** ***** ***** *** ****** *** ********, *** *** ** directly ** *** *****.

*** ***** **** * **** **** ***** *** ****** ** overwrite/bit **** ****** ****** ***** ***********, *** ****/********** ** ****, occurs. *** ******** ** *** ***** **** *** ** **** spec (********, ****** **) *** ********** ** **, *** **** will ***.

*'* *** ****** **** ** ** ***** *******, **'* **** some *************** ***** ** ************. * ** * **** ***** of ******* ***** **** ****** ** * ** * ******** flips ** *** **** ****, ****** ** ****-***** **** ****** fail **** *******.

**** ** ****** ** ********* **** *** ****-** ***** ********* done **** **********. *** ** *** ****** ** *** ** cards ***** ********* ** *** ******* **'* ********* *** **** to **** **** ** *** ******* *** ****. ****, ******* of *** *** **** ****, *** *** **** **** **** cameras ***** ***'* ** **** ** ***** **** ********* *** report ****** (**** **** * ******, **** * **** ***), you *** *** ** ** * **** ***** **** **** is ****** ********** ****, ** ** * **** ******* ********. If *** *** *** ********* ********* ****** ***** ** ****** the ********* ** *** **** *** **** *** ** ** a **** ***** **** *** **** *** ***** **'* *** going ** ** *****.

** *** **** *** ******* * ********* ** *** ****** test ***** ** * ****** ****** **** ** **** ** on ** ** ********. * **** **** **** ** ***'** using ** ***** *********** *** **** ** ***** * *********** window **** ***** *** * **** ****** ** *****. ** a **-*** ********* ** ******** (*** *****, **'* *** ******) is ***** ** ** * ***** ******, **** *** ****** be ***** ****** ***** ** *** ******* ** **** ******* for **** ********.

Undisclosed #2

In reply to Undisclosed #1 | 06/30/15 03:12am

**** ** ****** ** ********* **** *** ****-** ***** ********* done **** **********.

** ****** **'* *******, ****** **** ********** *'* ***** ** burn **/** *****, *** *** ******. **** ** *** ****** for **** ****** ** **** ******* ** *** ******** ***** cost ** ****** **** ***** ******.

*'* *** ****** ** *****'* **** *** *****, **'* **** that * **** **** **** * *** ** ** **** into * ************ ******* *****, **** *** ***** ** *******. But * *** *** ***** *** *** ****** ****.

** *** ***** ** ***** ** ******* ** '****' * number ** ***** ***** **** ****? **** *** *** ***** graph ***** *** ******* ****** ** *********** **** *** ****** accordingly.

Alexander Gutierrez

07/09/15 05:06pm

** ********** **** ****** **** **** ***** **** ********* (** Micro ** ****): *** * ******* ****** *** ***** ******, so *** ********* ** ********, ****** *** ****** **** *** record ** *** ******** **** *** * ***** ****/**** ****. This **** ** ** ******* **** ******* ***** **** ** solutions. ****** ******** * *** **** *** **** ** ******* when *** **** ** ***** ** **** **** ********** ******* you *** **** ********** * ****** **** ** ***** *** / ***.

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A day after a Knightscope robot drowned, Knightscope has issued an 'official statement' making fun of the issue: The implied message is that...
Microsoft Video AI Cloud Services Examined on Jul 18, 2017
Microsoft has released one of the most amazing video analytics marketing videos ever. In it, they detect oil spills, track individual people giving...
Hikvision USA Head of Cybersecurity Exits on Jul 18, 2017
Hikvision USA's Head of Cybersecurity has exited the company. In this note, we review the move, share Hikvision's feedback and examine the...
'Suicidal' Knightscope Robot Drowns on Jul 17, 2017
Knightscope continues its hyper growth, at least when it comes to controversy, this time with a 'suicidal' robot in Washington DC. And here is...

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