Name, Anonymous user 138ebd. User since, دسمبر 30, 2017. Number of add-ons developed, 0 add-ons. Average rating of developer's add-ons, Not yet rated ...
from Google Alert - anonymous http://ift.tt/2C1huE3
via IFTTT
Saturday, December 30, 2017
Anonymous Modeling
Anonymous Adult Modeling Same day pay! Start today and no faces stay anonymous!! Discrete opportunity Looking for all ages, races, sizes. Various shoots taking place daily, cash pay and no experience.
from Google Alert - anonymous http://ift.tt/2pWV05s
via IFTTT
from Google Alert - anonymous http://ift.tt/2pWV05s
via IFTTT
I have a new follower on Twitter
ElectraFord
Helping Coaches & Product Developers use their content to convert prospects into consultations/partner projects💵Reiki Practitioner•Love books that make me think
Mabelvale, Arkansas
http://t.co/HeoK07vS8y
Following: 10391 - Followers: 11707
December 30, 2017 at 03:00PM via Twitter http://twitter.com/ElectraFord
How to make bitcoin transactions anonymous
While this is effective in theory, to do this with complete anonymity generally requires you to trust an anonymous third party to give you back your bitcoins and not keep records of the transactions that flow A Step-by-Step Guide to Creating an Anonymous Wallet for Covert Practices** With the recent ...
from Google Alert - anonymous http://ift.tt/2lnWRLM
via IFTTT
from Google Alert - anonymous http://ift.tt/2lnWRLM
via IFTTT
I have a new follower on Twitter
LesaI
Leasing Strategist and Sales Trainer. Spectator of all sports! Loves to cook. Addicted to purses and handbags!
A Leasing Office Near You!
Following: 12165 - Followers: 13844
December 30, 2017 at 01:30PM via Twitter http://twitter.com/LIthestrategist
Anonymous sources say relationship between Texans coach, GM in a bad place
The Houston Texans' 2017 season has been a frustrating one, defined by a roster that has been depleted by massive injuries to key players. And now, it seems that the.
from Google Alert - anonymous http://ift.tt/2DAY7lN
via IFTTT
from Google Alert - anonymous http://ift.tt/2DAY7lN
via IFTTT
Seeking Male/Female"Anonymous,"
Production Description Andrew, a political campaign manger, goes to a sex addict meeting to woo the therapist, but it turns out his whole family is at this meeting for their own agendas. Role List...
from Google Alert - anonymous http://ift.tt/2lvOYUa
via IFTTT
from Google Alert - anonymous http://ift.tt/2lvOYUa
via IFTTT
Anonymous movie
Anonymous is a 2011 political thriller film directed by Roland Emmerich and written by John Orloff. Mr. rottentomatoes. That uninteresting center of attention is 18-year-old Alex (Callan McAuliffe), who—ostensibly because his Ukrainian mother was fired Edward de Vere would have been 9 years old at ...
from Google Alert - anonymous http://ift.tt/2lmfm3z
via IFTTT
from Google Alert - anonymous http://ift.tt/2lmfm3z
via IFTTT
Apollo 17 VIP Site Anaglyph
Get out your red/blue glasses and check out this stereo scene from Taurus-Littrow valley on the Moon! The color anaglyph features a detailed 3D view of Apollo 17's Lunar Rover in the foreground -- behind it lies the Lunar Module and distant lunar hills. Because the world was going to be able to watch the Lunar Module's ascent stage liftoff via the rover's TV camera, this parking place was also known as the VIP Site. In December of 1972, Apollo 17 astronauts Eugene Cernan and Harrison Schmitt spent about 75 hours on the Moon, while colleague Ronald Evans orbited overhead. The crew returned with 110 kilograms of rock and soil samples, more than from any of the other lunar landing sites. Cernan and Schmitt are still the last to walk (or drive) on the Moon. via NASA http://ift.tt/2pRX9zr
Friday, December 29, 2017
I have a new follower on Twitter
BitcoinHQinfo
Sharing Views and Commentary about Bitcoin, that we may all Expand and Grow. Or something like that.
Vail, CO
https://t.co/EYOpxBZhKD
Following: 542 - Followers: 656
December 29, 2017 at 11:50PM via Twitter http://twitter.com/BitcoinHQinfo
Swift anonymous function
Anonymous Functions We have default value functions in Swift. Today, we are going to look at how to create functions in Swift. It is more like an anonymous function or lambda in other languages. Additions for Value types. In computer programming, an anonymous function (also function literal or lambda ...
from Google Alert - anonymous http://ift.tt/2Ej14bt
via IFTTT
from Google Alert - anonymous http://ift.tt/2Ej14bt
via IFTTT
Anonymous Ism Double-Striped Socks
Shop the Anonymous Ism Double-Striped Socks at JCrew.com and see the entire selection of Men's Socks.
from Google Alert - anonymous http://ift.tt/2C8V9IG
via IFTTT
from Google Alert - anonymous http://ift.tt/2C8V9IG
via IFTTT
Monero — An Anonymous CryptoCurrency
The Cryptonote Protocol introduced the idea of anonymous, not pseudonymous txs. It powers several privacy oriented digital currencies (including Monero); CryptoNote's transactions cannot be followed through the blockchain in a way that reveals who sent or received coins. Monero is a version of ...
from Google Alert - anonymous http://ift.tt/2zOHYqp
via IFTTT
from Google Alert - anonymous http://ift.tt/2zOHYqp
via IFTTT
Aziatica-Collected works of Arend van Herwaarden
Durga Killing the Buffalo Demon. anonymous. Drag Edit. Add description; Set as cover; Delete from my collection. Add to my sets · The bodhisattva Manjushri. anonymous. Drag Edit. Add description; Set as cover; Delete from my collection. Add to my sets · Scenes form the Early Youth of… anonymous.
from Google Alert - anonymous http://ift.tt/2CaSL4q
via IFTTT
from Google Alert - anonymous http://ift.tt/2CaSL4q
via IFTTT
Anonymous upload limits
Hi! I have recently set up OwnCloud 10.0.04 on Ubuntu 16. Everything i working as planned. I can not find one solution for a future security problem. I can see that I can make an anonymous drop folder. What I miss i…
from Google Alert - anonymous http://ift.tt/2zOHLn7
via IFTTT
from Google Alert - anonymous http://ift.tt/2zOHLn7
via IFTTT
Any particular reason for using anonymous functions??
Participate in discussions with other Treehouse members and learn.
from Google Alert - anonymous http://ift.tt/2BSqjzP
via IFTTT
from Google Alert - anonymous http://ift.tt/2BSqjzP
via IFTTT
WR Jeremy Maclin doubtful, WR Mike Wallace questionable as Ravens release injury report for Sunday (ESPN)
from ESPN http://ift.tt/17lH5T2
via IFTTT
via IFTTT
ISS Daily Summary Report – 12/28/2017
67 Progress (67P) Undock: 67P undocked from the Service Module (SM) aft port at 7:03 PM CST on Wednesday evening. The Deorbit burn was completed at 10:10 PM CST. Spaceflight-induced Hypoxic/ROS Signaling (APEX-05): The crew harvested thale cress from all 20 Petri plates in which the plants have been growing in the Veggie facility for … Continue reading "ISS Daily Summary Report – 12/28/2017"
from ISS On-Orbit Status Report http://ift.tt/2zLU8QE
via IFTTT
from ISS On-Orbit Status Report http://ift.tt/2zLU8QE
via IFTTT
Anonymous Reporting Tool
Anonymous Reporting Tool. Home · Our University · About VIU · Title IX at VIU · Submitting a Report; Anonymous Reporting Tool. Our University · About VIU · Office of the President · President's Message · University History · Advisory Board · University Leadership · Accreditation · ACICS FAQ.
from Google Alert - anonymous http://ift.tt/2EfobDN
via IFTTT
from Google Alert - anonymous http://ift.tt/2EfobDN
via IFTTT
Critical "Same Origin Policy" Bypass Flaw Found in Samsung Android Browser
A critical vulnerability has been discovered in the browser app comes pre-installed on hundreds of millions of Samsung Android devices that could allow an attacker to steal data from browser tabs if the user visits an attacker-controlled site. Identified as CVE-2017-17692, the vulnerability is Same Origin Policy (SOP) bypass issue that resides in the popular Samsung Internet Browser version
from The Hacker News http://ift.tt/2pYIaE3
via IFTTT
from The Hacker News http://ift.tt/2pYIaE3
via IFTTT
Ⅶ how to get an anonymous BTC wallet
how to get an anonymous BTC wallet · game penghasil bitcoin gratis. cara faucet BTC; free BTC circle; gratis geld BTC; BTC mining nl; BTC faucet android app; win free BTC every 5 minutes; BTC-cli getbalance; BTC faucet tool; best pc for mining BTC; how much do you earn from BTC mining; works of ...
from Google Alert - anonymous http://ift.tt/2zK7sFk
via IFTTT
from Google Alert - anonymous http://ift.tt/2zK7sFk
via IFTTT
I have a new follower on Twitter
Actu & Patrimoine
Actu du monde du #patrimoine et des finances personnels #Fiscalité #Investissement #Immobilier #Bourse #Argent #CAC40 #innovation #Fintech #Bigdata #Tech
Paris, France
Following: 9977 - Followers: 15604
December 29, 2017 at 05:18AM via Twitter http://twitter.com/julienkessler
I have a new follower on Twitter
Betty Stewart
Reader. Entrepreneur. Startup Junkie. Unapologetic Coffee Addict. Social Media & Marketing Lover. World Traveler in the Making
Naples, FL
Following: 1953 - Followers: 3717
December 29, 2017 at 04:28AM via Twitter http://twitter.com/Betty_Stewart88
Two Romanians Charged With Hacking Police CCTV Cameras Before Trump Inauguration
Remember how some cybercriminals shut down most of Washington D.C. police's security cameras for four days ahead of President Donald Trump's inauguration earlier this year? Just a few days after the incident, British authorities arrested two people in the United Kingdom, identified as a British man and a Swedish woman, both 50-year-old, on request of U.S. officials. A United States federal
from The Hacker News http://ift.tt/2CfFczP
via IFTTT
from The Hacker News http://ift.tt/2CfFczP
via IFTTT
Thursday, December 28, 2017
Format Manuscript/Mixed Material
Results: 1-3 of 3 | Refined by: Original Format: Manuscript/Mixed Material Remove Look Inside: Anonymous to East Florida Governor, April 10, 1808. Verso - Anonymous addressed to James Madison. (mjm.10_0215_0217/) Remove ...
from Google Alert - anonymous http://ift.tt/2ChzoFS
via IFTTT
from Google Alert - anonymous http://ift.tt/2ChzoFS
via IFTTT
Anonymous
Cons. Clicky wasn't this bad in HS! Terrible management but if you kiss up to the right ppl and drink the kool aid your performance won't matter. They lay off ppl regardless of their amazing growth in accounts. Red Bull has been under performing monster for a few years now. Advice to Management.
from Google Alert - anonymous http://ift.tt/2BO4iCd
via IFTTT
from Google Alert - anonymous http://ift.tt/2BO4iCd
via IFTTT
Zondernaam
Zondernaam 08 by Anonymous. Label: Zondernaam; Title: Label Zonder Naam 08; Reference: Zondernaam 08; Format: 12''; Country: NL; Categories: Tribe,; Style: Tribe, Hardtek; Weight: 0.24; Release date: 12/30/2017; Catalog entry: 12/30/2017; Average rating: 9.41 € (TTC). In stock. Quantity :.
from Google Alert - anonymous http://ift.tt/2DtpGgE
via IFTTT
from Google Alert - anonymous http://ift.tt/2DtpGgE
via IFTTT
Grieving Family Receives Anonymous Note Shaming Them for Not Putting Up Holiday Decorations
A California family says they received an anonymous letter in the mail calling them disrespectful and selfish for not decorating their home in a neighborhood where many homeowners put up elaborate displays.
from Google Alert - anonymous http://ift.tt/2CjpyAY
via IFTTT
from Google Alert - anonymous http://ift.tt/2CjpyAY
via IFTTT
Bitcoin's Price Drops Again After South Korea Banned Anonymous Trading
Bitcoin's Price Drops Again After South Korea Banned Anonymous Trading After dropping more than 25 percent last week, Bitcoin recovered to hit almost $17000 on Wednesday. On Thursday, the price dropped again after South Korea started to regulate crypto trading. By banning anonymous trading, ...
from Google Alert - anonymous http://ift.tt/2BQmcEn
via IFTTT
from Google Alert - anonymous http://ift.tt/2BQmcEn
via IFTTT
I have a new follower on Twitter
Tim Davis
Husband, Dad, Mentor, Friend, Producer for film and television ABC's Boy Band, The Goldbergs, Glee, work with @indivmedia https://t.co/5wefmkhALl
Los Angeles, CA
https://t.co/5wefmkhALl
Following: 38487 - Followers: 50006
December 28, 2017 at 01:48PM via Twitter http://twitter.com/loudmouthmuch
Mid-America Regional Camp-Out
You are here. Home » Mid-America Regional Camp-Out. Download Mid-America Regional Camp-Out Flyer. Event Date: Thursday, July 5, 2018 - 3:00pm to Sunday, July 8, 2018 - 12:00pm. © 2017 Mid-America Region of Narcotics Anonymous. All Rights Reserved. Design by Zymphonies. close.
from Google Alert - anonymous http://ift.tt/2zIF8TD
via IFTTT
from Google Alert - anonymous http://ift.tt/2zIF8TD
via IFTTT
Anonymous user c80057
Name, Anonymous user c80057. User since, اکتوبر 18, 2017. Number of add-ons developed, 1 theme. Average rating of developer's add-ons, Not yet rated ...
from Google Alert - anonymous http://ift.tt/2pOpRRT
via IFTTT
from Google Alert - anonymous http://ift.tt/2pOpRRT
via IFTTT
ISS Daily Summary Report – 12/27/2017
67 Progress (67P) Undock: This evening, 67P is scheduled to undock from the Service Module (SM) aft port at 7:03 PM CST. Arthrospira-B (Batch Culture) Assembly: Four Arthrospira experiment containers were removed from the Biolab Incubator to exchange the reservoirs inside the Biolab. Following the exchange of the reservoirs, the ECs were reinstalled back onto … Continue reading "ISS Daily Summary Report – 12/27/2017"
from ISS On-Orbit Status Report http://ift.tt/2llYs4e
via IFTTT
from ISS On-Orbit Status Report http://ift.tt/2llYs4e
via IFTTT
C2 BTC mining in windows xp : free anonymous BTC wallet
[28/12/2017] (@C2Ⓖ BTC mining in windows xp : free anonymous BTC wallet.
from Google Alert - anonymous http://ift.tt/2lciaA0
via IFTTT
from Google Alert - anonymous http://ift.tt/2lciaA0
via IFTTT
I have a new follower on Twitter
Robert Imbriale
Master Coach, Business Builder, Speaker, Best-Selling Author, Podcaster, Webcaster, and Habs Fan! #marketing #Coach #bestsellingauthor #mentor #wealth
San Diego, CA
https://t.co/RH1ZBCnbh1
Following: 14094 - Followers: 15403
December 28, 2017 at 07:23AM via Twitter http://twitter.com/RobertImbriale
I have a new follower on Twitter
Shelly Barker
Denver, CO
Following: 3401 - Followers: 2212
December 28, 2017 at 06:08AM via Twitter http://twitter.com/shelly_bark
free Bitcoin anonymous
A}Y [28/12/2017] ➈ free Bitcoin anonymous ➈. Bitcoin gratuit 2014. [28/12/2017] ➈ free Bitcoin anonymous · Bitcoin gratuit 2014 · free Bitcoin anonymous · get 10000 satoshi every hour. Bitcoin mining skatteverket; legit Bitcoin cloud mining sites; Bitcoin verdienen 2017; faucet Bitcoin terbanyak; how to ...
from Google Alert - anonymous http://ift.tt/2zGcylU
via IFTTT
from Google Alert - anonymous http://ift.tt/2zGcylU
via IFTTT
free anonymous Bitcoin wallet
free anonymous Bitcoin wallet · web bitcoin gratis. fastest way to earn Bitcoin 2017; Bitcoin mining os linux; tempat mining Bitcoin terpercaya; free Bitcoin trader; is mining Bitcoin illegal; Bitcoin mining iceland; Bitcoin street faucet; Bitcoin mining profit calculator reddit; Bitcoin mining setup youtube; Bitcoin ...
from Google Alert - anonymous http://ift.tt/2C3ndgD
via IFTTT
from Google Alert - anonymous http://ift.tt/2C3ndgD
via IFTTT
CEO of Major UK-Based Cryptocurrency Exchange Kidnapped in Ukraine
Pavel Lerner, a prominent Russian blockchain expert and known managing director of one of the major crypto-exchanges EXMO, has allegedly been kidnapped by "unknown" criminals in Kiev, the capital of Ukrainian. According to Ukraine-based web publication Strana, Lerner, 40-year-old citizen of Russia, was kidnapped on December 26 when he was leaving his office in the center of town (located on
from The Hacker News http://ift.tt/2CjnqsX
via IFTTT
from The Hacker News http://ift.tt/2CjnqsX
via IFTTT
Should Mitochondrial Donation Be Anonymous?
However, in early 2015, the UK Parliament approved new regulations that make mitochondrial donors anonymous. Both mitochondrial donation and gamete donation are similar in the basic sense that they involve the contribution of gamete materials to create future persons. Given this similarity, this ...
from Google Alert - anonymous http://ift.tt/2pO2vLR
via IFTTT
from Google Alert - anonymous http://ift.tt/2pO2vLR
via IFTTT
Hello, fellow anons. It is I, another anonymous us
Hello, fellow anons. It is I, another anonymous user. I was wondering if you would let me know what ... - "/v/ - Video Games" is 4chan's imageboard dedicated to the discussion of PC and console video games.
from Google Alert - anonymous http://ift.tt/2E6DoHc
via IFTTT
from Google Alert - anonymous http://ift.tt/2E6DoHc
via IFTTT
South Korea to Enforce Ban on Anonymous Bitcoin Trading: Reports
South Korean authorities are reportedly introducing curbs on the trading of cryptocurrencies like bitcoin within the country.
from Google Alert - anonymous http://ift.tt/2DqiFNC
via IFTTT
from Google Alert - anonymous http://ift.tt/2DqiFNC
via IFTTT
Anonymous user d55f36
Name, Anonymous user d55f36. User since, نومبر 21, 2017. Number of add-ons developed, 0 add-ons. Average rating of developer's add-ons, Not yet rated ...
from Google Alert - anonymous http://ift.tt/2E1kCkB
via IFTTT
from Google Alert - anonymous http://ift.tt/2E1kCkB
via IFTTT
Recycling Cassiopeia A
Massive stars in our Milky Way Galaxy live spectacular lives. Collapsing from vast cosmic clouds, their nuclear furnaces ignite and create heavy elements in their cores. After a few million years, the enriched material is blasted back into interstellar space where star formation can begin anew. The expanding debris cloud known as Cassiopeia A is an example of this final phase of the stellar life cycle. Light from the explosion which created this supernova remnant would have been first seen in planet Earth's sky about 350 years ago, although it took that light about 11,000 years to reach us. This false-color Chandra X-ray Observatory image shows the still hot filaments and knots in the Cassiopeia A remnant. High-energy emission from specific elements has been color coded, silicon in red, sulfur in yellow, calcium in green and iron in purple, to help astronomers explore the recycling of our galaxy's star stuff - Still expanding, the blast wave is seen as the blue outer ring. The sharp X-ray image, spans about 30 light-years at the estimated distance of Cassiopeia A. The bright speck near the center is a neutron star, the incredibly dense, collapsed remains of the massive stellar core. via NASA http://ift.tt/2BGOfpP
Wednesday, December 27, 2017
AUDIT MANAGER job with Anonymous | 1912057
AUDIT MANAGER in Accounting and public practice, Audit with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2pMJHfY
via IFTTT
from Google Alert - anonymous http://ift.tt/2pMJHfY
via IFTTT
Sober Cast: An (unofficial) Alcoholics Anonymous Podcast AA
An AA meeting in a Podcast. An (unofficial) Alcoholics Anonymous podcast featuring AA speaker meetings and workshops. This is not a discussion podcast, simply speaker meetings and workshops in a podcast format. – Listen to Sober Cast: An (unofficial) Alcoholics Anonymous Podcast AA instantly on ...
from Google Alert - anonymous http://ift.tt/2C0NEDw
via IFTTT
from Google Alert - anonymous http://ift.tt/2C0NEDw
via IFTTT
Rebecca (Century Meeting)
Meetings · Events · Podcast · For Newcomers · Contribute. Menu. Overeaters Anonymous - SF. Street Address. City, State, Zip. Phone Number. San Francisco Intergroup of Overeater's Anonymous. Your Custom Text Here. Overeaters Anonymous - SF · Meetings · Events · Podcast · For Newcomers ...
from Google Alert - anonymous http://ift.tt/2zDseqf
via IFTTT
from Google Alert - anonymous http://ift.tt/2zDseqf
via IFTTT
Kernel Exploit for Sony PS4 Firmware 4.05 Released, Jailbreak Coming Soon
Wishing you all a very 'belated' Merry Christmas. This holiday season Santa has a very special gift for all PlayStation gamers. Developer SpecterDev finally released a fully-functional much-awaited kernel exploit for PlayStation 4 (firmware 4.05) today—almost two months after Team Fail0verflow revealed the technical details of it. <!-- adsense --> Now available on Github, dubbed "namedobj,"
from The Hacker News http://ift.tt/2BKPdkS
via IFTTT
from The Hacker News http://ift.tt/2BKPdkS
via IFTTT
ISS Daily Summary Report – 12/26/2017
Rodent Research 6 (RR-6): In support of the on-going RR-6 investigation, the crew removed the mice and restocked the rodent habitats with new food bars in addition to cleaning the lids and interiors cages of the habitats. The Rodent Research-6 (RR-6) mission uses mice flown aboard the International Space Station (ISS) and maintained on Earth … Continue reading "ISS Daily Summary Report – 12/26/2017"
from ISS On-Orbit Status Report http://ift.tt/2CaedFR
via IFTTT
from ISS On-Orbit Status Report http://ift.tt/2CaedFR
via IFTTT
5V how to get an anonymous Bitcoin wallet : cost of Bitcoin mining
[27/12/2017]] ][5V how to get an anonymous Bitcoin wallet : cost of Bitcoin mining.
from Google Alert - anonymous http://ift.tt/2Ce5oZg
via IFTTT
from Google Alert - anonymous http://ift.tt/2Ce5oZg
via IFTTT
Waiter in Richmond (TW10) | Anonymous
View details and apply for this waiter job in Richmond (TW10) with Anonymous on Caterer.com. Waiter/Waitress We're looking for a Waiter/Waitress to join the team at the Richmond Gate Hotel.
from Google Alert - anonymous http://ift.tt/2E0oId1
via IFTTT
from Google Alert - anonymous http://ift.tt/2E0oId1
via IFTTT
I have a new follower on Twitter
Maxwell Money
We have provided offsite bookkeeping, accounting, and finance solutions to private clients, professionals, and businesses for over 30 years.
San Francisco Bay Area
http://t.co/iAGyp0WzOM
Following: 667 - Followers: 767
December 27, 2017 at 01:38AM via Twitter http://twitter.com/Maxwell_Money
Tuesday, December 26, 2017
Management Accountant - 18 months
Management Accountant - 18 months in Accounting and public practice, Management accountant with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2BUyZKa
via IFTTT
from Google Alert - anonymous http://ift.tt/2BUyZKa
via IFTTT
Deputy Finance Manager
Deputy Finance Manager in Accounting and public practice, Finance manager with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2zzZSwP
via IFTTT
from Google Alert - anonymous http://ift.tt/2zzZSwP
via IFTTT
Accounts Payable Administrator
Accounts Payable Administrator in Accounting and public practice, Accounts payable with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2DXwRPk
via IFTTT
from Google Alert - anonymous http://ift.tt/2DXwRPk
via IFTTT
Practice Senior Accountant
Practice Senior Accountant in Accounting and public practice, Accountant with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2pFMx6v
via IFTTT
from Google Alert - anonymous http://ift.tt/2pFMx6v
via IFTTT
Temporary Credit Controller
Temporary Credit Controller in Accounting and public practice, Credit controller with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2DX9chG
via IFTTT
from Google Alert - anonymous http://ift.tt/2DX9chG
via IFTTT
Senior Credit Controller
Senior Credit Controller in Accounting and public practice, Credit controller with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2pFrOQo
via IFTTT
from Google Alert - anonymous http://ift.tt/2pFrOQo
via IFTTT
Semi Senior Accountant
Semi Senior Accountant in Accounting and public practice, Accountant with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2DVgfrg
via IFTTT
from Google Alert - anonymous http://ift.tt/2DVgfrg
via IFTTT
Credit Controller
Credit Controller in Accounting and public practice, Credit controller with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2pFrL7a
via IFTTT
from Google Alert - anonymous http://ift.tt/2pFrL7a
via IFTTT
Madam IG Anonymous by Trappin Anonymous
@Christylezz Presents Trappin Anonymous (Maddam IG Anonymous) a late Christmas gift for all the loyal listeners. On this bonus episode you will learn about the wonderful world of Instagram and what many women are doing to ensure their getting every dime from it. What may seem strange to some ...
from Google Alert - anonymous http://ift.tt/2CbVqcY
via IFTTT
from Google Alert - anonymous http://ift.tt/2CbVqcY
via IFTTT
Drupal 7: SMS notification for all users (anonymous + registered)
Hi everyone. I have a Questions and Answers site running drupal 7.56. I would like to send users (anonymous or registered) SMS notifications when questions are answered or updated. My questions are: 1. how can I capture the mobile phone number for anonymous users 2. how to send SMS ...
from Google Alert - anonymous http://ift.tt/2zy42Fw
via IFTTT
from Google Alert - anonymous http://ift.tt/2zy42Fw
via IFTTT
Ravens: John Harbaugh rips NFL for changing kickoff time Sunday vs. Bengals; "they don't care about us" (ESPN)
from ESPN http://ift.tt/17lH5T2
via IFTTT
via IFTTT
📈 Ravens rise two spots to No. 10 in Week 17 NFL Power Rankings (ESPN)
from ESPN http://ift.tt/17lH5T2
via IFTTT
via IFTTT
Anonymous Angel Pays Off Kmart Layaway Balances
Travis Herbert · UT approves $9.5M for student life addition · Will is home; everything else will work out · FBI conducting operation in Moline · Cardinals join Anti-Terrorism push. © 2017 Lee Enterprises | Terms | Privacy · Dispatch-Argus-QCOnline · Facebook · Twitter · LinkedIn · YouTube. Sites & ...
from Google Alert - anonymous http://ift.tt/2BWnJwP
via IFTTT
from Google Alert - anonymous http://ift.tt/2BWnJwP
via IFTTT
Ravens: CB Jaylen Hill out for rest of season with torn ACL and MCL (ESPN)
from ESPN http://ift.tt/17lH5T2
via IFTTT
via IFTTT
Hello, friendly anons. It is I, another anonymous
Hello, friendly anons. It is I, another anonymous user. I was wondering if you would let me know wha... - "/v/ - Video Games" is 4chan's imageboard dedicated to the discussion of PC and console video games.
from Google Alert - anonymous http://ift.tt/2l0Xs6i
via IFTTT
from Google Alert - anonymous http://ift.tt/2l0Xs6i
via IFTTT
ISS Daily Summary Report – 12/25/2017
APEX-05 Operations: Over the weekend, the crew photographed all of the APEX-05 petri plates, which includes twenty petri plates in the Veggie facility and four spares secured to the Advanced Biology Research Facility (ABRS) photo-grid on the maintenance work area. Today the crew took additional images of the four spare petri plates. When plants are … Continue reading "ISS Daily Summary Report – 12/25/2017"
from ISS On-Orbit Status Report http://ift.tt/2BSDi8J
via IFTTT
from ISS On-Orbit Status Report http://ift.tt/2BSDi8J
via IFTTT
ISS Daily Summary Report – 12/22/2017
Human Research Program (HRP) Collections – Cell-Free Epigenome: With operator assistance, a 53S subject conducted blood sample collections to support the Cell Free Epigenome investigation. The blood samples were processed in the centrifuge and placed in the Minus Eighty Degree Celsius Laboratory Freezer for ISS (MELFI). In this study, blood samples are collected from astronauts … Continue reading "ISS Daily Summary Report – 12/22/2017"
from ISS On-Orbit Status Report http://ift.tt/2C7kjEo
via IFTTT
from ISS On-Orbit Status Report http://ift.tt/2C7kjEo
via IFTTT
Anonymous Angel Surprises Shoppers
Pittston Township, PA -- A Secret Santa stopped by the Kmart in Pittston to pay for toys on layaway. "Your contract was paid off by a Secret Santa so your current balance is a penny," is what some families heard as they checked out at the layaway counter at Kmart in Pittston. An anonymous secret Santa ...
from Google Alert - anonymous http://ift.tt/2DdVXYM
via IFTTT
from Google Alert - anonymous http://ift.tt/2DdVXYM
via IFTTT
Financial Controller / Head of Finance
Financial Controller / Head of Finance in Accounting and public practice, Financial controller with Anonymous. Apply Today.
from Google Alert - anonymous http://ift.tt/2DfD4or
via IFTTT
from Google Alert - anonymous http://ift.tt/2DfD4or
via IFTTT
Anonymous John Form
53243321112 2322454524596653106322 2788803423565 7441638897. Type, Starts, Wins, Places, Prize Money, Strike Rate, P/L (£1 stake). All Weather, 30, 2, 13, £11,968, 6.67%, -£14. Turf, 26, 3, 5, £12,905, 11.54%, -£17.62. Total, 56, 5, 18, £24,873, 8.93%, -£31.62. Next Race: Wolverhampton ...
from Google Alert - anonymous http://ift.tt/2BSXhEu
via IFTTT
from Google Alert - anonymous http://ift.tt/2BSXhEu
via IFTTT
Portrait of man in black hoodie wearing white anonymous mask.
Portrait of man in black hoodie wearing white anonymous mask.
from Google Alert - anonymous http://ift.tt/2DRQCb0
via IFTTT
from Google Alert - anonymous http://ift.tt/2DRQCb0
via IFTTT
Grand Spiral Galaxy NGC 1232
Galaxies are fascinating not only for what is visible, but for what is invisible. Grand spiral galaxy NGC 1232, captured in detail by one of the Very Large Telescopes, is a good example. The visible is dominated by millions of bright stars and dark dust, caught up in a gravitational swirl of spiral arms revolving about the center. Open clusters containing bright blue stars can be seen sprinkled along these spiral arms, while dark lanes of dense interstellar dust can be seen sprinkled between them. Less visible, but detectable, are billions of dim normal stars and vast tracts of interstellar gas, together wielding such high mass that they dominate the dynamics of the inner galaxy. Leading theories indicate that even greater amounts of matter are invisible, in a form we don't yet know. This pervasive dark matter is postulated, in part, to explain the motions of the visible matter in the outer regions of galaxies. via NASA http://ift.tt/2ps5tWu
Monday, December 25, 2017
Anonymous user 45c7ff
Name, Anonymous user 45c7ff. User since, Dec. 25, 2017. Number of add-ons developed, 0 add-ons. Average rating of developer's add-ons, Not yet rated ...
from Google Alert - anonymous http://ift.tt/2BQ3MYo
via IFTTT
from Google Alert - anonymous http://ift.tt/2BQ3MYo
via IFTTT
How to plot accuracy and loss with mxnet
When it comes to high-performance deep learning on multiple GPUs (and not to mention, multiple machines) I tend to use the mxnet library.
Part of the Apache Incubator, mxnet is a flexible, efficient, and scalable library for deep learning (Amazon even uses it in their own in-house deep learning).
Inside the ImageNet Bundle of my book, Deep Learning for Computer Vision with Python, we use the mxnet library to reproduce the results of state-of-the-art publications and train deep neural networks on the massive ImageNet dataset, the de facto image classification benchmark (which consists of ~1.2 million images).
As scalable as mxnet is, unfortunately it misses some of the convenience functions we may find in Keras, TensorFlow/TensorBoard, and other deep learning libraries.
One of these convenience methods mxnet misses is plotting accuracy and loss over time.
The mxnet library logs training progress to your terminal or to file, similar to Caffe.
But in order to construct a plot displaying the accuracy and loss over time, we need to manually parse the logs.
In the future, I hope we can use the callback methods supplied by mxnet to obtain this information, but I’ve personally found them hard to use (especially when utilizing multiple GPUs or multiple machines).
Instead, I recommend that you parse the raw log files when building accuracy and loss plots with mxnet.
In today’s blog post I’ll demonstrate how you can parse a training log file from mxnet and then plot accuracy and loss over time — to learn how, just keep reading.
Looking for the source code to this post?
Jump right to the downloads section.
How to plot accuracy and loss with mxnet
In today’s tutorial, we’ll be plotting accuracy and loss using the mxnet library. The log file format changed slightly between mxnet v.0.11 and v0.12 so we’ll be covering both versions here.
In particular, we’ll be plotting:
- Training loss
- Validation loss
- Training rank-1 accuracy
- Validation rank-1 accuracy
- Training rank-5 accuracy
- Validation rank-5 accuracy
These six metrics are typically measured when training deep neural networks on the ImageNet dataset.
The associated log files we’ll be parsing come from our chapter on AlexNet inside Deep Learning for Computer Vision with Python where we train the seminal AlexNet architecture on the ImageNet dataset.
Interested in a free sample chapter of my book? The free Table of Contents + Sample Chapters includes ImageNet Bundle Chapter 5 “Training AlexNet on ImageNet”. Grab the free chapters by entering your email in the form at the bottom-right of this page.
Plotting accuracy and loss for mxnet <= 0.11
When parsing mxnet log files we typically have one or more
.logfiles residing on disk, like so:
(dl4cv) pyimagesearch@pyimagesearch-dl4cv:~/plot_log$ ls -al total 108 drwxr-xr-x 2 pyimagesearch pyimagesearch 4096 Dec 25 15:46 . drwxr-xr-x 23 pyimagesearch pyimagesearch 4096 Dec 25 16:48 .. -rw-r--r-- 1 pyimagesearch pyimagesearch 3974 Dec 25 2017 plot_log.py -rw-r--r-- 1 pyimagesearch pyimagesearch 60609 Dec 25 2017 training_0.log -rw-r--r-- 1 pyimagesearch pyimagesearch 20303 Dec 25 2017 training_65.log -rw-r--r-- 1 pyimagesearch pyimagesearch 12725 Dec 25 2017 training_85.log
Here you can see that I have three mxnet log files:
-
training_0.log
-
training_65.log
-
training_85.log
The integer value in each of the log files is the starting epoch of when I started training my deep neural network.
When training a deep Convolutional Neural Network on a large dataset we typically have to:
- Stop training
- Reduce learning rate
- Resume training from an earlier epoch
This process enables us to break out of local optima, descend into areas of lower loss, and increase our classification accuracy.
Based on the integer values in the file names above, you can see that I:
- Started training from epoch zero (the first log file)
- Stopped training, lowered the learning rate, and resumed training from epoch 65 (the second log file)
- Stopped training again, this time at epoch 85, lowered the learning rate, and resumed training (the third and final log file)
Our goal is to write a Python script that can parse the mxnet log files and create a plot similar to the one below that includes information on our training accuracy:
Figure 1: mxnet was used to train AlexNet on the ImageNet dataset. Using plot_logs.py we’ve parsed the log files in order to generate this plot utilizing matplotlib.
To get started, let’s take a look at an example of the mxnet training log format for
mxnet <= 0.11:
INFO:root:Epoch[73] Batch [500] Speed: 1694.57 samples/sec Train-accuracy=0.584035 INFO:root:Epoch[73] Batch [500] Speed: 1694.57 samples/sec Train-top_k_accuracy_5=0.816547 INFO:root:Epoch[73] Batch [500] Speed: 1694.57 samples/sec Train-cross-entropy=1.740517 INFO:root:Epoch[73] Batch [1000] Speed: 1688.18 samples/sec Train-accuracy=0.589742 INFO:root:Epoch[73] Batch [1000] Speed: 1688.18 samples/sec Train-top_k_accuracy_5=0.820633 INFO:root:Epoch[73] Batch [1000] Speed: 1688.18 samples/sec Train-cross-entropy=1.714734 INFO:root:Epoch[73] Resetting Data Iterator INFO:root:Epoch[73] Time cost=728.322 INFO:root:Saved checkpoint to "imagenet/checkpoints/alexnet-0074.params" INFO:root:Epoch[73] Validation-accuracy=0.559794 INFO:root:Epoch[73] Validation-top_k_accuracy_5=0.790751 INFO:root:Epoch[73] Validation-cross-entropy=1.914535
We can clearly see the epoch number inside the
Epoch[*]text — this will make it easy to extract the epoch number.
All validation information, including validation accuracy, validation top-k (i.e., rank-5), and validation cross-entropy can be extracted by parsing out the following values:
-
Validation-accuracy
-
Validation-top_k_accuracy_5
-
Validation-cross-entropy
The only tricky extraction is our training set information.
It would be nice if mxnet logged the final training accuracy and loss at the end of the epoch like they do for validation — but unfortunately, mxnet does not do this.
Instead, the mxnet library logs training information based on “batches”. After every
Nbatches (where
Nis a user-supplied value during training), mxnet logs the training accuracy and loss to disk.
Therefore, if we extract the final batch values for:
-
Train-accuracy
-
Train-top_k_accuracy
-
Train-cross-entropy
…we will be able to obtain an approximation to the training accuracy and loss for the given epoch.
You can make your training accuracy and loss more fine-grained or less verbose by adjusting the
Speedometercallback during training.
Let’s move on to creating the
plot_log.pyfile responsible for actually parsing the logs.
Open up a new file, name it
plot_log.py, and insert the following code:
# import the necessary packages
import matplotlib.pyplot as plt
import numpy as np
import argparse
import re
# construct the argument parse and parse the arguments
ap = argparse.ArgumentParser()
ap.add_argument("-n", "--network", required=True,
help="name of network")
ap.add_argument("-d", "--dataset", required=True,
help="name of dataset")
args = vars(ap.parse_args())
Today we’ll also be making use of
re, Python’s regular expression parser (Line 5).
I’ve always thought that Google’s documentation on the subject of regular expressions with Python is the best — be sure to check it out if you aren’t familiar with regular expression parsing in Python.
Another one of my favorite websites is Regex101.com. This site will allow you to test your regular expressions in the most popular coding languages. I’ve found it to be very helpful for development of parsing software.
Now that we’re armed with the tools needed to get today’s job done, let’s parse our command line arguments on Lines 8-13.
Our
plot_log.pyscript requires two command line arguments:
-
--network
: The name of the network. -
--dataset
: The name of the dataset.
We’ll reference these
argslater in the script.
Now we’re going to create a
logslist:
# define the paths to the training logs
logs = [
(65, "training_0.log"), # lr=1e-2
(85, "training_65.log"), # lr=1e-3
(100, "training_85.log"), # lr=1e-4
]
Given that the
logslist is a bit too tricky to include as command line arguments, I’ve hardcoded it here for this example script. You will need to edit this list when you plot your own logs.
An alternative would be to create a JSON (or equivalent) configuration file for each experiment and then load it from disk when you execute
plot_logs.py.
As you can see on Lines 16-20, I’ve defined the log file paths along with the epochs they correspond to in a list of tuples.
Be sure to read the discussion above about the log file names above. In short, the filename itself contains the starting epoch and the first element of the tuple contains the ending epoch.
For this example, we have three log files as training was stopped twice to adjust the learning rate. You can easily add-to or remove-from this list as needed for your purposes.
From here we’ll just perform some compact list initializations:
# initialize the list of train rank-1 and rank-5 accuracies, along # with the training loss (trainRank1, trainRank5, trainLoss) = ([], [], []) # initialize the list of validation rank-1 and rank-5 accuracies, # along with the validation loss (valRank1, valRank5, valLoss) = ([], [], [])
Lines 24 and 28 simply initialize variables to empty lists in a Pythonic way. We’ll be updating these lists shortly.
Now let’s loop over the logs and begin our regular expression matching:
# loop over the training logs
for (i, (endEpoch, p)) in enumerate(logs):
# load the contents of the log file, then initialize the batch
# lists for the training and validation data
rows = open(p).read().strip()
(bTrainRank1, bTrainRank5, bTrainLoss) = ([], [], [])
(bValRank1, bValRank5, bValLoss) = ([], [], [])
# grab the set of training epochs
epochs = set(re.findall(r'Epoch\[(\d+)\]', rows))
epochs = sorted([int(e) for e in epochs])
On Line 31 we begin our loop over
logs, our list of tuples.
We
openand
reada log file on Line 34 while stripping unnecessary whitespace.
Training and validation data will be stored in batch lists, so we go ahead an initialize/set those lists to empty (Lines 35 and 36).
Caution: If you didn’t notice, let me point it out here that we have initialized 13 lists. It’s easy become confused regarding the purpose of each list. Thirteen also tends to be an unlucky number, so let’s clear things up right now. To clarify, the 6 lists beginning with a
bare the batch lists — we’ll populate these in batches and then append element-wise (extend) them to the corresponding 6 training and validation lists which were defined before the loop. The 13th list,
logs, is the easy one since it’s just our epoch numbers and log file paths. If you’re new to parsing logs or having trouble following the code make sure you insert
Our first use of
reis on Line 39. Here we are parsing the epoch numbers from the rows in the log files.
As we know from earlier in this post, the log files contain
Epoch[*], so if you read carefully you’ll see we’re extracting the decimal digits,
\d+, from within the brackets. Be sure to refer to the Google Python Regular Expression documentation to understand the syntax, or read ahead where I’ll explain the next regular expression in more detail.
Sorting the
epochsfound by this regular expression is taken care of on Line 40.
Now we’re going to loop over each epoch in the list and extract + append training information to the corresponding lists:
# loop over the epochs
for e in epochs:
# find all rank-1 accuracies, rank-5 accuracies, and loss
# values, then take the final entry in the list for each
s = r'Epoch\[' + str(e) + '\].*Train-accuracy=(.*)'
rank1 = re.findall(s, rows)[-1]
s = r'Epoch\[' + str(e) + '\].*Train-top_k_accuracy_5=(.*)'
rank5 = re.findall(s, rows)[-1]
s = r'Epoch\[' + str(e) + '\].*Train-cross-entropy=(.*)'
loss = re.findall(s, rows)[-1]
# update the batch training lists
bTrainRank1.append(float(rank1))
bTrainRank5.append(float(rank5))
bTrainLoss.append(float(loss))
On Line 43 we begin to loop over all the epochs.
We are extracting three values:
-
Train-accuracy
: Our rank-1 accuracy. -
Train-top_k_accuracy_5
: This is our rank-5 accuracy. -
Train-cross-entropy
: This value is our loss.
…and to do this cleanly, each extraction spans two lines of code.
I’ll break down the rank-1 accuracy extraction on Lines 46 and 47 — the other extractions follow the same format.
For epoch 3, batch 500, the log file looks like so (beginning on Line 38):
INFO:root:Epoch[3] Batch [500] Speed: 1692.63 samples/sec Train-accuracy=0.159705 INFO:root:Epoch[3] Batch [500] Speed: 1692.63 samples/sec Train-top_k_accuracy_5=0.352742 INFO:root:Epoch[3] Batch [500] Speed: 1692.63 samples/sec Train-cross-entropy=4.523639
The rank-1 accuracy is at the end of Line 38 after the “=”.
So we’re looking for “Epoch[3]” + <any char(s)> + “Train-accuracy=” + <the rank-1 float value>.
First, we build our regex format string,
s. What we’re matching (looking for) is mostly spelled out, however there are some special regex formatting characters mixed in:
- The backslashes (‘\’) are escape characters. Because we’re explicitly looking for ‘[‘ and ‘]’ we place a backslash before each.
- The “.*” means any character(s) — in this case it is in the middle of the format string which implies that there there could be any character(s) in-between.
- The key characters are the ‘(‘ and ‘)’, which mark our extraction. In this case, we’re extracting the characters right after the ‘=’ in the row.
Then, after we’ve constructed
s, on the subsequent line we call
re.findall. Using our format string,
s, and
rows, the
re.findallfunction finds all matches and extracts the rank-1 accuracies. Magic!
Sidenote: We’re only interested in the last value, hence the
[-1]list index.
To see this Python regular expression in action, let’s look at a screenshot from Regex101.com (click image to enlarge):
Figure 2: Using Regex101.com, we can easily work on Regular Expressions with Python.
Again, I highly recommend Regex101 to get started with regular expressions. It is also quite useful for parsing advanced and complex strings (luckily ours are relatively easy).
The next two expressions are parsed in the same way on Lines 48-51.
We’ve successfully extracted the values, so the next step is to append the values to their respective lists in floating point form on Lines 54-56.
From there, we can grab the validation information in the same way:
# extract the validation rank-1 and rank-5 accuracies for each
# epoch, followed by the loss
bValRank1 = re.findall(r'Validation-accuracy=(.*)', rows)
bValRank5 = re.findall(r'Validation-top_k_accuracy_5=(.*)', rows)
bValLoss = re.findall(r'Validation-cross-entropy=(.*)', rows)
# convert the validation rank-1, rank-5, and loss lists to floats
bValRank1 = [float(x) for x in bValRank1]
bValRank5 = [float(x) for x in bValRank5]
bValLoss = [float(x) for x in bValLoss]
I won’t go through the intricacies of a regular expression match again. So be sure to study the above example and apply it to Lines 60-63 where we extract the validation rank-1, rank-5, and loss values. If you need to, plug in log file data and the regular expression string into Regex101, as shown in Figure 2.
As before, we convert the strings to floats (with list-comprehension here) and append the lists to the respective batch lists (Lines 65-67).
Next, we’ll figure out our array slices so that we can update the lists we’ll use for plotting:
# check to see if we are examining a log file other than the
# first one, and if so, use the number of the final epoch in
# the log file as our slice index
if i > 0 and endEpoch is not None:
trainEnd = endEpoch - logs[i - 1][0]
valEnd = endEpoch - logs[i - 1][0]
# otherwise, this is the first epoch so no subtraction needs
# to be done
else:
trainEnd = endEpoch
valEnd = endEpoch
Here, we need to set
trainEndand
valEnd. These temporary values will be used for slicing.
To do so, we check which log file is currently being parsed. We know which log is being parsed as we enumerated the values when we started the loop.
If we happen to be examining a log other than the first one, we’ll use the epoch number of the final epoch in the log file as our slice index (Lines 72-74).
Otherwise, no subtraction needs to happen, so we simply set the
trainEndand
valEndto the
endEpoch(Lines 78-80).
Last but certainly not least, we need to update the training and validation lists:
# update the training lists
trainRank1.extend(bTrainRank1[0:trainEnd])
trainRank5.extend(bTrainRank5[0:trainEnd])
trainLoss.extend(bTrainLoss[0:trainEnd])
# update the validation lists
valRank1.extend(bValRank1[0:valEnd])
valRank5.extend(bValRank5[0:valEnd])
valLoss.extend(bValLoss[0:valEnd])
Using the batch lists from each iteration of the loop, we append them element-wise (this is known as extending in Python) to the respective training (Lines 83-85) and validation lists (Lines 88-90).
After we iterate through each of the log files, we have 6 convenient lists ready to be plotted.
Now that our data is parsed and organized in those helpful lists, let’s go ahead and construct the plots with matplotlib:
# plot the accuracies
plt.style.use("ggplot")
plt.figure()
plt.plot(np.arange(0, len(trainRank1)), trainRank1,
label="train_rank1")
plt.plot(np.arange(0, len(trainRank5)), trainRank5,
label="train_rank5")
plt.plot(np.arange(0, len(valRank1)), valRank1,
label="val_rank1")
plt.plot(np.arange(0, len(valRank5)), valRank5,
label="val_rank5")
plt.title("{}: rank-1 and rank-5 accuracy on {}".format(
args["network"], args["dataset"]))
plt.xlabel("Epoch #")
plt.ylabel("Accuracy")
plt.legend(loc="lower right")
Here we are plotting rank-1 and rank-5 accuracies for training + validation. We also give our plot a title from our command line args.
Similarly, let’s plot training + validation losses:
# plot the losses
plt.style.use("ggplot")
plt.figure()
plt.plot(np.arange(0, len(trainLoss)), trainLoss,
label="train_loss")
plt.plot(np.arange(0, len(valLoss)), valLoss,
label="val_loss")
plt.title("{}: cross-entropy loss on {}".format(args["network"],
args["dataset"]))
plt.xlabel("Epoch #")
plt.ylabel("Loss")
plt.legend(loc="upper right")
plt.show()
You can easily go wild with matplotlib and generate plots to your liking using the above two blocks as starting points.
Plotting accuracy and loss for mxnet >= 0.12
In mxnet 0.12 and above, the format of the log file changed slightly.
The main difference is that training accuracy and loss are now displayed on the same line. Here’s an example from Epoch 3, batch 500 again:
INFO:root:Epoch[3] Batch [500] Speed: 1997.40 samples/sec accuracy=0.013391 top_k_accuracy_5=0.048828 cross-entropy=6.878449
Be sure to scroll right to see Line 47‘s full output.
Thanks to Dr. Daniel Bonner of ANU Medical School in Australia, we have an updated script:
# loop over the epochs
for e in epochs:
# find all rank-1 accuracies, rank-5 accuracies, and loss
# values, then take the final entry in the list for each
s = r'Epoch\[' + str(e) + '\].*accuracy=([0]*\.?[0-9]+)'
rank1 = re.findall(s, rows)[-2]
s = r'Epoch\[' + str(e) + '\].*top_k_accuracy_5=([0]*\.?[0-9]+)'
rank5 = re.findall(s, rows)[-2]
s = r'Epoch\[' + str(e) + '\].*cross-entropy=([0-9]*\.?[0-9]+)'
loss = re.findall(s, rows)[-2]
# update the batch training lists
bTrainRank1.append(float(rank1))
bTrainRank5.append(float(rank5))
bTrainLoss.append(float(loss))
Be sure to see the “Downloads” section below where you can download both versions of the script.
Results
I trained Krizhevsky et al.’s AlexNet CNN on the ImageNet dataset using the mxnet framework, as is detailed in my book, Deep Learning for Computer Vision with Python.
Along the way, I stopped/started the training process while adjusting the learning rate. This process produced the three log files aforementioned.
Now with one command, using the method described in this blog post, I have parsed all three log files and generated training progress plots with matplotlib:
$ python plot_log.py --network AlexNet --dataset ImageNet
Figure 3: The plot_logs.py script has been used to plot data from mxnet training log files using Python and matplotlib.
Summary
In today’s blog post we learned how to parse mxnet log files, extract training and validation information (including loss and accuracy), and then plot this information over time.
Parsing mxnet logs can be a bit tedious so I hope the code provided in this blog post helps you out.
If you’re interested in learning how to train your own Convolutional Neural Networks using the mxnet library, be sure to take a look at the ImageNet Bundle of my new book, Deep Learning for Computer Vision with Python.
Otherwise, be sure to enter your email address in the form below to be notified when future blog posts go live!
Downloads:
The post How to plot accuracy and loss with mxnet appeared first on PyImageSearch.
from PyImageSearch http://ift.tt/2C7XZgw
via IFTTT
Fireball in the Arctic
Something very bright suddenly lit up the arctic -- what was it? The original idea was to take a series of aurora images that could be made into a time-lapse video. But when night suddenly turned into day, the astrophotographer quickly realized that he was seeing something even more spectacular. Moving through the sky -- in front of the Big Dipper no less -- was a Geminid meteor so bright it could be called a fireball. The meteor brightened and flashed for several seconds as it went. By a stroke of good fortune, the aurora camera was able to capture the whole track. Taken the night after the Geminids Meteor Shower peaked, the astrophotographer's location was near Lovozero Lake in Murmansk, Russia, just north of the Arctic Circle. via NASA http://ift.tt/2kNYpyw
Jupiter Quasi-Quadrennial Oscillation
When scientists look at Jupiter's upper atmosphere in infrared light, they see the region above the equator heating and cooling over a roughly four-year cycle. They dub this Jovian climate pattern the "quasi-quadrennial oscillation," or QQO, and it has a little sibling on Earth - a two-year temperature cycle accompanied by a reversal of the equatorial jet stream. Earth's cycle can influence the transport of aerosols and ozone and can affect the formation of hurricanes, making it an active area of climate research. Now, scientists at NASA's Goddard Space Flight Center have developed a new model for understanding Jupiter's QQO , which could lead to a refined understanding of Earth's own climate.
from NASA's Scientific Visualization Studio: Most Popular
via IFTTT
from NASA's Scientific Visualization Studio: Most Popular
via IFTTT
Sunday, December 24, 2017
I have a new follower on Twitter
John Hall
Co-founder @influenceandco, Author https://t.co/2mVXaABKCa, Keynote Speaker https://t.co/tml6NNHC23, @Forbes @Inc columnist, most important father/husband
Missouri, USA
https://t.co/3M7kY99tcx
Following: 154421 - Followers: 180378
December 24, 2017 at 05:50PM via Twitter http://twitter.com/johnhall
Anonymous user bb2329
Name, Anonymous user bb2329. User since, دسمبر 24, 2017. Number of add-ons developed, 0 add-ons. Average rating of developer's add-ons, Not yet rated ...
from Google Alert - anonymous http://ift.tt/2C0K2yr
via IFTTT
from Google Alert - anonymous http://ift.tt/2C0K2yr
via IFTTT
sh-handle-anonymous-clones-project-moved
GitLab Community Edition (CE) is an open source end-to-end software development platform with built-in version control, issue tracking, code review, CI/CD, and more. Self-host GitLab CE on your own servers,...
from Google Alert - anonymous http://ift.tt/2D8IbXI
via IFTTT
from Google Alert - anonymous http://ift.tt/2D8IbXI
via IFTTT
NLL: bad error message when converting anonymous lifetime to
A safe, concurrent, practical language. Contribute to rust development by creating an account on GitHub.
from Google Alert - anonymous http://ift.tt/2BJ3UZL
via IFTTT
from Google Alert - anonymous http://ift.tt/2BJ3UZL
via IFTTT
Hacktivist group anonymous attack on department of justice
Hacktivist group anonymous attack on department of justice. © 2017 Dictionary.com, LLC. Quantcast.
from Google Alert - anonymous http://ift.tt/2DHEk50
via IFTTT
from Google Alert - anonymous http://ift.tt/2DHEk50
via IFTTT
Alcoholics anonymous
of Alcoholics Anonymous. 85 with permission of A. O. (Office is open until 7:30 p. Tuesday each month, for Secretary meeting. Find an Alcoholics Anonymous Meeting Statement of Purpose The purpose of the Central Office is to receive, distribute and follow up on calls for help, to answer inquiries about ...
from Google Alert - anonymous http://ift.tt/2pmZ1Qz
via IFTTT
from Google Alert - anonymous http://ift.tt/2pmZ1Qz
via IFTTT
[FD] [CVE-2017-17752] Cross-Site Scripting (XSS) vulnerability in Ability Mail Server 3.3.2
Ability Mail Server 3.3.2 has Cross Site Scripting (XSS) via the body of an e-mail message, with JavaScript code executed on the Read Mail screen (aka the /_readmail URI).
Source: Gmail -> IFTTT-> Blogger
Source: Gmail -> IFTTT-> Blogger
Anonymous user 2da5f3
Name, Anonymous user 2da5f3. User since, نومبر 16, 2017. Number of add-ons developed, 0 add-ons. Average rating of developer's add-ons, Not yet rated ...
from Google Alert - anonymous http://ift.tt/2D75ocq
via IFTTT
from Google Alert - anonymous http://ift.tt/2D75ocq
via IFTTT
SpaceX Rocket Launch Plume over California
What's happened to the sky? On Friday, the photogenic launch plume from a SpaceX rocket launch created quite a spectacle over parts of southern California and Arizona. Looking at times like a giant space fish, the impressive rocket launch from Vandenberg Air Force Base near Lompoc, California, was so bright because it was backlit by the setting Sun. Lifting off during a minuscule one-second launch window, the Falcon 9 Heavy rocket successfully delivered to low Earth orbit ten Iridium NEXT satellites that are part of a developing global communications network. The plume from the first stage is seen on the right, while the soaring upper stage rocket is seen at the apex of the plume toward the left. Several good videos of the launch were taken. The featured image was captured from Orange County, California, in a 2.5 second duration exposure. via NASA http://ift.tt/2BCAwEL
Moon Phase and Libration, 2018 South Up
Dial-A-Moon Month: Day: UT Hour: init_user_date(); show_moon_image(); show_moon_info(); Click on the image to download a high-resolution version with labels for craters near the terminator. The animation archived on this page shows the geocentric phase, libration, position angle of the axis, and apparent diameter of the Moon throughout the year 2018, at hourly intervals. Until the end of 2018, the initial Dial-A-Moon image will be the frame from this animation for the current hour. More in this series: North 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 South 2017 | 2016 | 2015 | 2014 | 2013 Lunar Reconnaissance Orbiter ( LRO ) has been in orbit around the Moon since the summer of 2009. Its laser altimeter ( LOLA ) and camera ( LROC ) are recording the rugged, airless lunar terrain in exceptional detail, making it possible to visualize the Moon with unprecedented fidelity. This is especially evident in the long shadows cast near the terminator, or day-night line. The pummeled, craggy landscape thrown into high relief at the terminator would be impossible to recreate in the computer without global terrain maps like those from LRO. The Moon always keeps the same face to us, but not exactly the same face. Because of the tilt and shape of its orbit, we see the Moon from slightly different angles over the course of a month. When a month is compressed into 24 seconds, as it is in this animation, our changing view of the Moon makes it look like it's wobbling. This wobble is called libration . The word comes from the Latin for "balance scale" (as does the name of the zodiac constellation Libra) and refers to the way such a scale tips up and down on alternating sides. The sub-Earth point gives the amount of libration in longitude and latitude. The sub-Earth point is also the apparent center of the Moon's disk and the location on the Moon where the Earth is directly overhead. The Moon is subject to other motions as well. It appears to roll back and forth around the sub-Earth point. The roll angle is given by the position angle of the axis, which is the angle of the Moon's north pole relative to celestial north. The Moon also approaches and recedes from us, appearing to grow and shrink. The two extremes, called perigee (near) and apogee (far), differ by more than 10%. The most noticed monthly variation in the Moon's appearance is the cycle of phases , caused by the changing angle of the Sun as the Moon orbits the Earth. The cycle begins with the waxing (growing) crescent Moon visible in the west just after sunset. By first quarter, the Moon is high in the sky at sunset and sets around midnight. The full Moon rises at sunset and is high in the sky at midnight. The third quarter Moon is often surprisingly conspicuous in the daylit western sky long after sunrise. Celestial south is up in these images, corresponding to the view from the southern hemisphere. The descriptions of the print resolution stills also assume a southern hemisphere orientation. (There is also a north-up version of this page .) The Moon's Orbit From this birdseye view, it's somewhat easier to see that the phases of the Moon are an effect of the changing angles of the sun, Moon and Earth. The Moon is full when its orbit places it in the middle of the night side of the Earth. First and Third Quarter Moon occur when the Moon is along the day-night line on the Earth. The First Point of Aries is at the 3 o'clock position in the image. The sun is in this direction at the March equinox. You can check this by freezing the animation at the 1:03 mark, or by freezing the full animation with the time stamp near March 20 at 10:00 UTC. This direction serves as the zero point for both ecliptic longitude and right ascension. The south pole of the Earth is tilted 23.5 degrees toward the 12 o'clock position at the top of the image. The tilt of the Earth is important for understanding why the north pole of the Moon seems to swing back and forth. In the full animation, watch both the orbit and the "gyroscope" Moon in the lower left. The widest swings happen when the Moon is at the 3 o'clock and 9 o'clock positions. When the Moon is at the 3 o'clock position, the ground we're standing on is tilted to the left when we look at the Moon. At the 9 o'clock position, it's tilted to the right. The tilt itself doesn't change. We're just turned around, looking in the opposite direction. The subsolar and sub-Earth points are the locations on the Moon's surface where the sun or the Earth are directly overhead, at the zenith. A line pointing straight up at one of these points will be pointing toward the sun or the Earth. The sub-Earth point is also the apparent center of the Moon's disk as observed from the Earth. In the animation, the blue dot is the sub-Earth point, and the yellow dot is the subsolar point. The lunar latitude and longitude of the sub-Earth point is a measure of the Moon's libration. For example, when the blue dot moves to the left of the meridian (the line at 0 degrees longitude), an extra bit of the Moon's eastern limb is rotating into view, and when it moves above the equator, a bit of the far side beyond the south pole becomes visible. At any given time, half of the Moon is in sunlight, and the subsolar point is in the center of the lit half. Full Moon occurs when the subsolar point is near the center of the Moon's disk. When the subsolar point is somewhere on the far side of the Moon, observers on Earth see a crescent phase. The Moon's orbit around the Earth isn't a perfect circle. The orbit is slightly elliptical, and because of that, the Moon's distance from the Earth varies between 28 and 32 Earth diameters, or about 356,400 and 406,700 kilometers. In each orbit, the smallest distance is called perigee, from Greek words meaning "near earth," while the greatest distance is called apogee. The Moon looks largest at perigee because that's when it's closest to us. The animation follows the imaginary line connecting the Earth and the Moon as it sweeps around the Moon's orbit. From this vantage point, it's easy to see the variation in the Moon's distance. Both the distance and the sizes of the Earth and Moon are to scale in this view. In the HD-resolution frames, the Earth is 50 pixels wide, the Moon is 14 pixels wide, and the distance between them is about 1500 pixels, on average. Note too that the Earth appears to go through phases just like the Moon does. For someone standing on the surface of the Moon, the sun and the stars rise and set, but the Earth doesn't move in the sky. It goes through a monthly sequence of phases as the sun angle changes. The phases are the opposite of the Moon's. During New Moon here, the Earth is full as viewed from the Moon.
from NASA's Scientific Visualization Studio: Most Popular
via IFTTT
from NASA's Scientific Visualization Studio: Most Popular
via IFTTT
Subscribe to:
Posts (Atom)