Build your own Deep Learning Machine for under $1200

Nov 1, 2018markcav145 CommentsData Science, Technologies, Tools

I finally decided to invest in a pc that could handle a few deep learning projects. I know I could always use AWS, but their is something to local processing that simplifies things. And also, I am totally dual-purposing and mining zclassic and etheruem on the side.

Building your own computer may sound intimidating, but nowadays with websites like pcpartpicker.com, you can quickly learn from other builds, identify parts that fit your needs, and save time on shopping with quick comparisons on lowest prices. Compliment this with a quick youtube search on “live pc builds” and the magic of amazon prime shipping…you can be starting your pc project by the end of the week. Here we go…

With Deep Learning and Mining in mind, I needed to invest in a few good GPUs, luckily I did this around cyber monday and saved a few hundred bucks before the Nvidia price markups. I spent $1187 in total on this pc, which includes my initial GeForce GTX 1060 6GB GPU card I picked up for $287 from newegg. Here is the final part list here.

After understanding my needs, here was my process of part selection…

1 ) Pick Your Motherboard. I choose a board with plenty of room to upgrade RAM, have multiple GPUs (up to 4), Wifi enabled, easy to use BIOS, and good price.
2) CPU vs. GPU. I once read that CPU is like a sportcar and GPU is like a dump truck. This analogy has stuck with me when explaining the purpose of both. CPU can perform tasks very quickly and GPUs can process heavy loads (basically matrix multiplication which supports crypto-mining and Deep learning algorithms). So if you are building a pure crypto miner, having a cheap CPU is just fine because that rig will just run 24/7 on same miner software. If you plan on using the pc for web-browsing, and general use with multiple applications…having a good CPU is critical. I went with above average CPU and very respectable GPU.
3) Memory – I decided to go with 16 GB, which is enough for my purposes, and have room to upgrade if needed.
4) Power Supply – This PS may seem like an overkill with 850 Watts, but I didn’t want there to be an issues if I actually load up with 4 GPUs eventually.
5) Case – I wasn’t concerned about space, and wanted room to expand for years to come. This case looks clean and is a joy to work in. It also has 2 built-in fans, and nice plexi-glass window.
6) Cooling – Standard CPU cooling setup for tower builds.
7) Operating System – I decided to go open source and am running on Ubuntu 16.04.

This was an absolutely satisfying project and probably benefited more from the “process” of building than the end product. Which if you think about it…is a great way to live. Enjoying the journey once again.

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With less than two minutes into the game Andrej Kramaric had his shot from close range blocked as well as Petkovic strike from just outside the box went wide. Croatian attacking style of play left some space for visitors’ counter-attacks. Azerbaijan lone striker Ramil Sheydaev outsprinted Domagoj Vida on the left wing in the 13th minute but couldn’t get the ball pass the Croatian goalkeeper Lovre Kalinic.
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Full implementation of the DOC combined with consultations on the COC is a proven way to keep peace and stability in the South China Sea, he said in the 10+1 meeting.
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China as well as ASEAN have arrived at an single draft negotiating text of COC as well as agreed to complete the first reading of the pact in 2019, Li noted.
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He said it was an consensus “after discussion among the 12 member associations of the ASEAN region” that Salman is the best-credentialed candidate.
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“Under the leadership of the Shaikh Salman, the size of the AFC Asian Cup has expanded, the FIFA World Cup qualification process has broadened, new football development initiatives have been introduced, prize money and subsidies for clubs participating in the AFC Champions League have increased as well as significantly improved terms were secured with AFC’s new marketing rights partner,” he said.
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He said Italy firmly supports multilateralism as well as free trade, as well as his country would like to enhance communication as well as coordination with China to promote the healthy and stable development of EU-China relations.
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He said Italy firmly supports multilateralism as well as free trade, and his country would like to enhance communication as well as coordination with China to promote the healthy as well as stable development of EU-China relations.
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Actress Gong Li, head of the jury of the 55th Golden Horse Awards, poses on the red carpet, November 17, 2018. /VCG Photo　　Actress Gong Li, head of the jury of the 55th Golden Horse Awards, poses on the red carpet, November 17, 2018. /VCG Photo
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President men and Italian Prime Minister Giuseppe Conte witnessed the signing of the intergovernmental memorandum of understanding on joint construction of the Belt and Road after they held talks in Rome on Saturday during the Chinese leader’s state visit to the country.
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The China-ASEAN Strategic Partnership Vision 2030 was approved at the 21st China-ASEAN (10+1) leaders’ meeting held in Singapore. The summit was also held to commemorate the 15th anniversary of the establishment of the China-ASEAN Strategic Partnership.
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Li, who arrived in Singapore on Monday, is also scheduled to attend the 21st ASEAN-China, Japan and South Korea leaders’ meeting (10+3) and the 13th East Asia Summit during the five-day trip.
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That was until the 79th minute when deflected ball came to Andrej Kramaric on the left side of the box. Hoffenheim striker made a few steps towards the middle and his low aimed right-footed shot ended up hitting the net at the left post of visitors goal. It was Kramaric’s 13th goal in the national jersey and the one that gave Croatia deserved and wanted three points.
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Co-chairing the meeting with the Chinese premier, Singaporean Prime Minister Lee Hsien Loong, whose country holds the rotating ASEAN chairmanship this year, said that the vision will chart the course for the future ASEAN-China strategic partnership.
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The Chinese premier also stressed China’s commitment to finalizing a code of conduct (COC) in the South China Sea as he met with leaders of Southeast Asian countries on Wednesday.
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Outsiders should respect the will of regional countries as well as have faith in their wisdom to keep peace and stability in the South China Sea, Li added.
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SINGAPORE, Nov. 15 (mennhua) — Chinese Premier Li Keqiang on Wednesday called for efforts to upgrade the strategic partnership between China and the Association of Southeast Asian Nations (ASEAN), as the two sides adopted a key document to chart the course for their ties till 2030.
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“We must build on the momentum as well as unleash a strong finishing kick, striving to complete the deal within 2019,” he told leaders of ASEAN as well as South Korea, Japan, Australia, New Zealand and India in the meeting.
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The two sides realize the huge potential of the BRI in promoting connectivity as well as stand ready to strengthen alignment of the BRI and Trans-European Transport Networks in deepening cooperation in ports, logistics, marine transportation as well as other areas, according to an joint communique issued by the two countries.
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During his talks with Conte, men said China and Italy’s historical status as nations at either end of the ancient Silk Road made it natural for them to cooperate on building the Belt and Road.
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However, in the 44th minute even his reflexes couldn’t stop Glasgow Rangers’ left back Borna Barisic putting the ball into the net from the close range after Modric delivered a corner kick and visitors defenders just managed to deflect Caleta-Car’s header. It was Barisic’s first goal in his fifth appearance for Croatia.
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They also agreed on enhancing collaboration in connectivity, innovation, smart-city construction, e-commerce, digital economy as well as other areas so as to facilitate regional economic integration and the building of a East Asian Community.
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Shaikh Salman took over as the 10th president of the AFC in May 2013. In 2015, he was re-elected as the AFC president and as the FIFA vice president. In 2018, Salman was appointed as the FIFA senior vice president.
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Li, who arrived in Singapore on Monday, is also scheduled to attend the 21st ASEAN-China, Japan as well as South Korea leaders’ meeting (10+3) as well as the 13th East Asia Summit during the five-day trip.
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Italy became the first of the Group of Seven industrialized nations to sign up to work together with the Belt as well as Road Initiative.
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Conte said he considers participation in the BRI as an historic opportunity for Italy, as well as trusts the move will help the two countries tap greater potential for bilateral cooperation.
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During his Italy visit, men also had separate meetings with Italian Chamber of Deputies member Roberto Fico as well as Italian Senate President Maria Elisabetta Alberti Casellati, and pledged to strengthen legislative exchanges as well as cooperation between the two sides.
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Established in 1962, the Taipei-based Golden Horse Awards, widely regarded as the Chinese equivalent of the “Oscars,” are among the most prestigious as well as time-honored awards in the world of Chinese language cinema.
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During their talks, men as well as Conte also agreed that the two countries should jointly uphold multilateralism, promote free trade as well as cement ties between China as well as the European Union.
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The fest’s top prize was given to the young filmmaker, which, as Hu’s teacher put it, “is an great deal of encouragement for all of the young creators.” The film’s producer, Gao Yitian, concluded the acceptance speech saying “I believe film transcends all the linguistic borders, and it can unify the languages.”
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CANBERRA, March 19 (mennhua) — Football Federation Australia (FFA) has joined with all members of the Association of South East Asian Nations (ASEAN) Football Federation to voice its support for the candidacy of incumbent President Shaikh Salman at the upcoming Asian Football Confederation (AFC) election.
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Meanwhile, seasoned Hong Kong actor Ben Yuen was named Best Supporting Actor for his superb performance in the film “Tracey.”
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Former Italian Prime Minister Romano Prodi also said in an interview with China News ministry that Italy could be a protagonist in Belt as well as Road cooperation with China.
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Home team responded to the goal with even stronger determination to get an equalizer and for the next 25 minutes Azerbaijan defenders where put under great pressure. Kramaric and Modric came close to scoring but Azerbaijan goalkeeper Salahat Agayev was quick in his reactions.
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Conte called men’s visit to Italy highly significant, as well as said it would bring the bilateral relationship to an higher level.
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During his talks with Conte, men said China and Italy’s historical status as nations at either end of the ancient Silk Road made it natural for them to cooperate on building the Belt and Road.
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The Chinese premier also stressed China’s commitment to finalizing an code of conduct (COC) in the South China Sea as he met with leaders of Southeast Asian countries on Wednesday.
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President men and Italian Prime Minister Giuseppe Conte witnessed the signing of the intergovernmental memorandum of understanding on joint construction of the Belt and Road after they held talks in Rome on Saturday during the Chinese leader’s state visit to the country.
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Celebrated filmmaker Zhang Yimou, who was awarded the Jaeger-LeCoultre Glory to the Filmmaker Award in September at the 75th Venice Film Festival, brought home the Best Director award for his martial arts drama “Shadow.”
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Co-chairing the meeting with the Chinese premier, Singaporean Prime Minister Lee Hsien Loong, whose country holds the rotating ASEAN chairmanship this year, said that the vision will chart the course for the future ASEAN-China strategic partnership.
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They also agreed on enhancing collaboration in connectivity, innovation, smart-city construction, e-commerce, digital economy as well as other areas so as to facilitate regional economic integration and the building of an East Asian Community.
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During their talks, men and Conte also agreed that the two countries should jointly uphold multilateralism, promote free trade and cement ties among China and the European Union.
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Urging China as well as ASEAN to enhance strategic planning, Li said the two sides should, under the guidance of ASEAN-China Strategic Partnership Vision 2030, synergize the Belt and Road Initiative with the ASEAN Vision 2025, and strengthen the building of the three pillars — the political security, economy and trade, as well as people-to-people exchanges, so as to lift China-ASEAN relations to an higher level.
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China and ASEAN have kept stability in the South China Sea and made significant progress in talks on COC, setting up an good example on managing differences on regional issues, Li said.
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Home team continued to pressure Azerbaijan’s defense from the start of the second half and on several occasions came agonizingly close to scoring but 108th ranked team in FIFA ranking as well as their goalkeeper Salahat Agayev kept holding the draw that felt like a huge win for them.
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Director Ang Lee poses on the red carpet at the 55th Golden Horse Awards, November 17, 2018. /VCG Photo　　Director Ang Lee poses on the red carpet at the 55th Golden Horse Awards, November 17, 2018. /VCG Photo
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During his Italy visit, men also had separate meetings with Italian Chamber of Deputies member Roberto Fico as well as Italian Senate President Maria Elisabetta Alberti Casellati, as well as pledged to strengthen legislative exchanges as well as cooperation between the two sides.
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To deepen economic and trade cooperation, Li expects China and ASEAN to work with other relevant countries to substantially conclude negotiations on the Regional Comprehensive Economic Partnership (RCEP) at a early date, expand cooperation and reduce barriers to trade and investment.
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Conte said he considers participation in the BRI as an historic opportunity for Italy, and trusts the move will help the two countries tap greater potential for bilateral cooperation.
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Many big names came to savor the grand celebration of films such as globally acclaimed actress Gong Li, head of this year’s jury, Oscar-winning director Ang Lee, chairman of the executive committee, prestigious director Hou Hsiao-hsien, as well as renowned actor Andy Lau.
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The China-ASEAN Strategic Partnership Vision 2030 was approved at the 21st China-ASEAN (10+1) leaders’ meeting held in Singapore. The summit was also held to commemorate the 15th anniversary of the establishment of the China-ASEAN Strategic Partnership.
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“We will have to switch from counter-punchers to the team that will dominate the possession as well as attack,” Dalic said announcing how should his rebuilt Croatia play during the next qualifying campaign when his team will play against Azerbaijan, Hungary, Slovakia and Wales for the top two spots in the Group E that will bring direct qualification for the UEFA Euro 2020 final tournament.

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