中科院研究員：AI開發任務繁重，單項目需3-5個月

12月初，關于AI深度學習的話題引起了業內的廣泛討論，美國AI專家Ali Rahimi和Judea Pearl都表示了對AI深度學習的擔憂。如今，這場論戰也蔓延到了國內。中科院研究員zui近向媒體表示，阻礙AI深度學習落地的主要有兩個因素，一個是AI人才稀缺，一個是AI開發任務繁重。

年薪30萬都搶不到AI人才

在早前的深圳高交會上，媒體表示，目前AI人才空缺十分嚴重，年薪30萬都招不到相應專業的碩士研究生。根據行業目前的數據顯示，AI碩士研究生年薪在30-50萬，博士則60-80萬。

中科院研究員表示，目前，AI人才市場處于買房市場，人才供不應求，外加上AI是近五年朝陽行業，對人才的需求十分龐大。

AI人才的稀缺，直接導致了國內AI行業很多項目無法正常推動，阻礙了行業的高速發展。

AI開發任務繁重

而更讓整個行業面露難色的是，AI不僅人才不夠用，而且開發任務十分繁重。

中科院研究員表示，AI目前主要采用的圖形識別技術無法批量識別。例如識別一顆白菜需要十分鐘，而識別一件衣服則需要另外啟動一次算法，這樣就導致了即使是基礎開發，也需要耗費的時間，侵占的資源。

據業內統計，目前，AI單個項目的開發周期短則3到5個月，長的甚至以年為計量單位。

AI開發任重道遠

中科院研究員同時表示，業內對AI的開發預期是希望AI在獲取任務后自動完成所有識別及學習。例如我們給AI下達一個傳感器檢測的任務，AI會自動到互聯網搜索傳感器的信息，了解什么是傳感器，并知道傳感器的主要類型及作用，zui終完成傳感器自動檢測的預期目標。

但是很遺憾，目前AI技術還達不到上面的要求。

未來AI深度學習平臺有望上線

解決AI開發面臨的困境，單靠高校人才培養是遠遠不夠的。未來，AI技術開發及深度學習平臺有望上線。這樣做的目的，是為了讓中低端技術人員也可以通過操作簡單的傻瓜式學習平臺進行AI開發。

供應Kuebler 編碼器、控制傳感器、控制器

公司名稱：（上海）有限公司
：


:zhuruilin@zoe-industry.com 
品牌簡介：
德國Kuebler 公司（Fritz Kuebler GmbH）是的工業控制和測量產品的生產商. 相關產品遠銷世界50 個國家，并在市場上居于。Kuebler 公司生產的增量型、值型編碼器和磁性尺測量技術，具有出眾的技術，靈活的安裝機械性能。
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KUEBLER    8.5020.8952.2500
KUEBLER    8.5810.0200.0028.5006.EX;DC24V
KUEBLER    D8.3A1.0050.0000.0000 SR.15541561
KUEBLER    8.5000.C820.2500.0013
KUEBLER    SR085-30-00-02-20002-V100
KUEBLER    8.9080.4131.3001
KUEBLER    8.9080.4231.3001
KUEBLER    BNA-20/16-MG-M1000-V60-MRA1SG-3/M-ZVSS200+MG-AK-VK10-TS-L1150/M1000
KUEBLER    8.5852.1232.G101
KUEBLER    8.5020.0A40.1024.0028
KUEBLER    D8.4D115006324G123
KUEBLER    8.5000.0050.1024.9083
KUEBLER    8.3651.2342.4111
KUEBLER    8.5853.4224.G323.EX
KUEBLER    stecker for 8.5853.4224.G323.EX
KUEBLER    8.5820.2212.1024
KUEBLER    6.924.0110.300
KUEBLER    8.5820.2212.1024
KUEBLER    05.006041.8211.002M
KUEBLER    T8.5000.D814.1000
KUEBLER    8.5852.0000.G121.Y026 12BIT GRAY
KUEBLER    8.5020.2554.1024
KUEBLER    8.5020.0851.1024
KUEBLER    6.LWLS.5
KUEBLER    8.5020.D55A.5000.0020
KUEBLER    8.5878.542F.2113.0050
KUEBLER    N8.3620.05D0.0005.0011/ 8~30VDC,50mA
KUEBLER    8.0010.40U0.000(L:150MM)
KUEBLER    8.A02H.5131.1024(DC10~30V)
KUEBLER    8.5963.0220.G223.S022.K005.
KUEBLER    8.A02H.3241.2048
KUEBLER    8.5888.5432.3113
KUEBLER    8.LI50.1121.2050
KUEBLER    8.RI50.102.0700.121
KUEBLER    8.5852.1233.G121
KUEBLER    1.230.100.038.023
KUEBLER    8.5883.1522.G221
KUEBLER    8.0000.1101.1010
KUEBLER    8.5868.1231.3113
KUEBLER    1.230.100.018.023
KUEBLER    type：8.5850.1281.G132 code：gray 13 bit S-Nr: 1208607546
KUEBLER    8.5824.0822.2048.5089
KUEBLER    8.5873.5444.G323
KUEBLER    8.3651.2634.3312 SN:1407202501
KUEBLER    8.5868.1232.3112 [10～30VDC 90mA]
KUEBLER    ERV 3/8-VSS-L 280/12-V44A-2
KUEBLER    8.3720.5331.1024
KUEBLER    6.0015.0106.9759
KUEBLER    8.5802.1242.1024
KUEBLER    8 5800 1265 0500
KUEBLER    8 5800 1265 1024
KUEBLER    8.5020.8351.1024
KUEBLER    8.0000.3562.0010
KUEBLER    8.0010.7000.0010
KUEBLER    D5.2501.2441.1000
KUEBLER    8.A02H.3131.1024
KUEBLER    YH.5873.0300
KUEBLER    8.5823.1832.1024
KUEBLER    8.5873.5422.G321
KUEBLER    8.5850.1241.G102
KUEBLER    8.5020/D/354/1024/WO16/EX 10-30VDC
KUEBLER    8.5863.0000.G200
KUEBLER    8.5020.0310.1024.S090
KUEBLER    D8.4D1.T000.Z001
KUEBLER    8.5000.0000.0360.BJ02
KUEBLER    8.0000.7000.0018
KUEBLER    T8.F5868.842F.2123
KUEBLER    8.5800.2242.1024 5VDC
KUEBLER    8.5868.2131.3112
KUEBLER    8.5820.1800.1000.5007
KUEBLER    8.A02H.5192.1024.EX
KUEBLER    3.223.401.075
KUEBLER    8.5863.1224.G221.9083
KUEBLER    8.5800.2262.5000
KUEBLER    8.5820.7820.1200.4103
KUEBLER    Encoder type 8.5820.6820.0050.5067
KUEBLER    8.5000.8312.1352.1000
KUEBLER    8.5000.B518.0100
KUEBLER    8.5020.4814.0100
KUEBLER    283337-3 A1416707945
KUEBLER    8.0000.4C01.0010
KUEBLER    8.5868.1232.3147
KUEBLER    8.0010.40U0.000
KUEBLER    8.A02H.1C31.1024
KUEBLER    Type : WIOM350, L100-0-01-0C Analog Output : 4 ~ 20mA
KUEBLER    8.5820 0H30 2046 MN 19551018
KUEBLER    8.9080.4231.30001
KUEBLER    8.5863.0122.G321.S010
KUEBLER    8.9080.4231.3001
KUEBLER    05.B8241-0
KUEBLER    05.B-8251-0/9
KUEBLER    05.BS-8251-0/9
KUEBLER    8.5820.2332.1024
KUEBLER    K67.20.4.291 SN:1531515822 5VDC/0 15.2mA
KUEBLER    8.5020.EB51.1024.S083 NO.91327300148A
KUEBLER    8.5020.7857.1024
KUEBLER    8.5870.182F.G122.0050
KUEBLER    Type:8.5020.D001.1024 10-30VDC 100mA
KUEBLER    Type:8.A02H.80A1.1024 10-30VDC 150mA
KUEBLER    BMG;DN25/50;Stainless Steel;1000mm;40 Bar;85℃;860Kg/m2;ZV3300;MRA;BGU-A-BU;BLAU-EX
KUEBLER    D8.1106.0275.2000
KUEBLER    SR085-30-02-02-21301-V100
KUEBLER    8.5020.0050.1024.S134
KUEBLER    8.5020.0050.2048.S124
KUEBLER    8.5824.0822.5000.5089 10~30VDC 110mA
KUEBLER    8.5853.500B.G223.0050.A03E DC24V with cable 2m
KUEBLER    8.H120.3251.1024
KUEBLER    8.5020.0320.1024.s090 SN.1033400003
KUEBLER    BGU
KUEBLER    8.5883.1522.G221
KUEBLER    R1/8MSL90SB231
KUEBLER    8.A020.222E.5000 10-30 VDC 125mA S-Nr:1233501804
KUEBLER    8.H120.3251.1024
KUEBLER    8.5020.8321.1024
KUEBLER    11-58SH-2852-1024
KUEBLER    Nr:091221899 ARV-2-VUUU-L350/12-V52A，230V-40VA-1A L=350mm，L1/L4=100mm，L2/L5=200mm，L3/L6=300mm
KUEBLER    8.5821.154E.0512
KUEBLER    8.5820.0H30.1024.5093.0015；19551001
KUEBLER    8.5800.2265.2000
KUEBLER    8.5020.0010.1024.S138 5-30VDC 90mA SN 1211009925
KUEBLER    P1145225.70010.4211
KUEBLER    8.5821.OTZ1.W058.1024 with installation attachment
KUEBLER    8.5020.0001.1024.0882  10-30VDC 100mA
KUEBLER    8.5823.1831.1024
KUEBLER    8.5823.1832.1024/10-30VDC 150MA
KUEBLER    8.5823.3823.1024
KUEBLER    8.5852.1233.G121
KUEBLER    8.5868.1231.3112
KUEBLER    8.9080.1831.3001
KUEBLER    8.9080.4131.3001
KUEBLER    8.9080.4231.3001
KUEBLER    Connectors for 8.5852.1233.G121
KUEBLER    FKM204
KUEBLER    D8.3E1.0050.B111.JOO1
KUEBLER    8.5020.Y5D8.1024
KUEBLER    FM-1426-9;700.1202
KUEBLER    TYPE:B18.10.4 1.267.100.034
KUEBLER    8.H12H.8317
KUEBLER    8.9080.4131.3001
KUEBLER    D8.1503.F32B.G321.0100 SSI 3m cable 10-30VDC
KUEBLER    8.3620.0560.2500.0031
KUEBLER    T8.H120.535K.1024
KUEBLER    SN:1234700236 TYPE:8.5824.0822.5000.5088
KUEBLER    8.5020.8344.4096
KUEBLER    KTE22 112M4 EIR IE2 4KW B5
KUEBLER    8.9080.4131.3001
KUEBLER    EVUUUU-L860-SV-1
KUEBLER    ABPR1.5_VU_L945_SVK44A，L1=900mm
KUEBLER    MS15/STD/LC/AL/NN/HT
KUEBLER    T8.3620.542E.2048 5-18VDC,50mA
KUEBLER    K04.20/AUSF.A/24VDC
KUEBLER    8.5020.2322.5000
KUEBLER    8.5020.4551.2048.9083
KUEBLER    8.9080.3132.300
KUEBLER    1.340.221.066
KUEBLER    8.5020*851.1024.H000
KUEBLER    8.5000.5622.1024
KUEBLER    MG-AU-VK10-TS-L950/M800
KUEBLER    8.5000.7851.1024
KUEBLER    8.0010.4016.0001
KUEBLER    8.H120.4B5K.4096
KUEBLER    8.F3683.0020.G222.S006.K004
KUEBLER    8.5822.3821.4096
KUEBLER    Encoder 8.5823.3832.1024
KUEBLER    Plug cable Kubler 175301-803C
KUEBLER    the cable of 8.5020.C004.4096.A034 25 M
KUEBLER    KIS50.8352.1024
KUEBLER    8.5820.0H40.1024.5093.0014
KUEBLER    Typ：8.5020.0A00.2048.S182.0006 S-505004820
KUEBLER    8.3610.0060.1000.0018
KUEBLER    BNA-25_16_B-MG
KUEBLER    UTN-125_16_B-MG
KUEBLER    8.5852.0000.G121.Y02510-30VDC
KUEBLER    8.5852.0000.G121.Y02610-30VDC
KUEBLER    8.5860.1212.1001
KUEBLER    8. 5008.0050.1024.9083
KUEBLER    P.400.101.0312.LTEM
KUEBLER    8.5860.1231.3001
KUEBLER    8.9080.4231.3001
KUEBLER    8.5008.0050.1024.9083
KUEBLER    8.8510.0200.0028.5006.EX
KUEBLER    8.5858.3222.2112
KUEBLER    8.5820.1H1T.2048.0005
KUEBLER    8.5800.2152.1024
KUEBLER    8.5020.8351.1024
KUEBLER    8.5883.142E.G323
KUEBLER    8.5883.2424.G323
KUEBLER    8.5020.0851.2500.W020
KUEBLER    8.5868.3231.3113.W020
KUEBLER    T8.5868.1231.3113.001
KUEBLER    05.BMWS 8151-5.5
KUEBLER    05.D8141-0
KUEBLER    8.0000.1101.0606
KUEBLER    8.0110.3300.0000
KUEBLER    8.5868.0532.3113
KUEBLER    H37.2.80,10-30VDC,SW
KUEBLER    8.5820.3861.1024
KUEBLER    8.9080.4201.3001
KUEBLER    8.5863.2224.G323
KUEBLER    8.0000.15FS.1212
KUEBLER    8.7168.113B.3111.0050
KUEBLER    8.5883.5384.G322 24VDC 50mA
KUEBLER    D8.4D1.100.6322.G222
KUEBLER    8.5860.1212.1001
KUEBLER    8.5020.X851.1024.H000
KUEBLER    8.0000.1501.1610
KUEBLER    MRA/S6/AT32/AEO/0/DFO/S60/XX
KUEBLER    8.3612.3362.2000
KUEBLER    8.50000.B311.2048
KUEBLER    8.F5863.1222.G321
KUEBLER    8.0000.6901.0010
KUEBLER    8.5020.8844.3600
KUEBLER    8.5000.8357.4096
KUEBLER    8.5863.1200.G321.S057.K024 SN：1522305953
KUEBLER    8.5020.D310.2048.S130
KUEBLER    8.5823.1831.1024
KUEBLER    1416105526
KUEBLER    8.7231.8852.1024
KUEBLER    8.0000.5012.0000
KUEBLER    8.0000.5015.0000
KUEBLER    8.A02H.1240.2048.S018
KUEBLER    8.5020.0050.1024.S146.0010
KUEBLER    8.5020.3811.2500
KUEBLER    8.A02H.1C31.5000 10-30VDC 150MA
KUEBLER    8.5800.8352.1800
KUEBLER    0.570.012.E90
KUEBLER    8.5853.3222.G322
KUEBLER    8.5863.3222.G322
KUEBLER    8.5824.0822.5000.5089
KUEBLER    8.5860.1231.3001
KUEBLER    8.9090.4231.3001
KUEBLER    8.520.C541.1024
KUEBLER    6.540.012.300 10-30VDC
KUEBLER    8.5020.4001.1024.T008
KUEBLER    8.5863.1222.G321
KUEBLER    8.5860.1231.3001
KUEBLER    8.9080.4231.3001
KUEBLER    8.5878.A432.3113.C002Mit Stecker
KUEBLER    8.5878.A432.3113.C002 with connector
KUEBLER    8.5020.0310.2048
KUEBLER    8.A02H.4332.1024
KUEBLER    8.5883.0408.G323.DG2093
KUEBLER    8.5850.2282.G132
KUEBLER    8.7068.0031.3111.T001
KUEBLER    8.8000.8352.1024
KUEBLER    8.5020.0TZ1.W058.1024
KUEBLER    8.5021.0TZ1.W058.1024
KUEBLER    8.5863.3222.GA23
KUEBLER    0.570.012.E90* （sst 570 ）
KUEBLER    sst cable of 8.0000.6902.0015.0034
KUEBLER    8.5850.1241.G102
KUEBLER    8.5863.3222.G102
KUEBLER    T8.5860.1232.3001
KUEBLER    8.0000.1101.1010
KUEBLER    8.5850.1221.G122
KUEBLER    N8.3620.05D0.0005.0011/ 8~30VDC,50mA
KUEBLER    8.5853.2222.B423
KUEBLER    8.5000.D44Y.2500.9083
KUEBLER    8.5824.0822.5000.5089
KUEBLER    8.A02H.0030.1024.T013.C002
KUEBLER    8.5850.1221.1221
KUEBLER    8.A02H.5121.051210-30VDC 125mA
KUEBLER    05.2400 123B 0050 0050
KUEBLER    The guide rails FOR 8.0000.70000.0045
KUEBLER    8.5873FS3.B54E.B721
KUEBLER    8.5863.0000.G200
KUEBLER    8.5821.1c31.5000
KUEBLER    8.0000.7.0000.0045
KUEBLER    AL-ADF
KUEBLER    8.5860.1212.1001
KUEBLER    8.5800.1162.1024
KUEBLER    IT400-DC-TRL-X
KUEBLER    type: T8.3720.2030.1000, ldent-No: 180331, S-319207018
KUEBLER    8.5002.6624.1024
KUEBLER    8.A020.3B52.1024, 5-30VDC
KUEBLER    8.A020.3B52.1024 5-30VDC
KUEBLER    8.A02H.0531.5000.T001 10-30VDC
KUEBLER    D8.401.1000.6322.G222
KUEBLER    8.5820.1030.2046.5130
KUEBLER    6.130.012.852
KUEBLER    8.5824.3811.2048 5VDC 110MA S-NR 05130005E7
KUEBLER    8.5863SIL.1244.G323
KUEBLER    D8.4D1.1000.6322.G222
KUEBLER    TYPE:8.3720.5631.0360
KUEBLER    8.5020.0851.2500.W020
KUEBLER    TYPE:bgu
KUEBLER    8.A02H.3132.1024
KUEBLER    ord.NO:8.5860.1231.3001
KUEBLER    8.0000.6901.0005.0031
KUEBLER    BK14.21VS DC220V
KUEBLER    Couplings for 8.5870.3842.G132
KUEBLER    8.5000.0000.1024.S026.0070
KUEBLER    8.LI20.0100.2050.S011.0040
KUEBLER    Connecting rod for 8.0010.40T0.0000
KUEBLER    8.5800-D2000.5068
KUEBLER    WDS-2000-P96-SR-I
KUEBLER    8.5883.5522.G321
KUEBLER    8.5883SIL.B542.G321
KUEBLER    D8.4D1.0800.6324.G321
KUEBLER    D8.4D1.2000.0000.000
KUEBLER    8.7330.1A46.0050
KUEBLER    D8.4B1.2000.6832.3113
KUEBLER    8.0010.40M0.0000
KUEBLER    8.5020.391E.4096（Shaft diameter 8mm）
KUEBLER    8.5000.8302.1024.0018
KUEBLER    8.0000.1m05.1010
KUEBLER    8.5868.1231.3112
KUEBLER    8.5826.2511.1024
KUEBLER    8.A02H.0030.1024.T013.C002 with kable
KUEBLER    8.5852.1231.G131
KUEBLER    8.9000.1162.2000
KUEBLER    8.5000.7358.2048-c
KUEBLER    8.5020.4AB1.1024.J010
KUEBLER    8.5020.1851.1024
KUEBLER    8.5873.2622.G323
KUEBLER    8.5883.5582.G323
KUEBLER    8.5020.0050.1024.S135.T038
KUEBLER    8.5868.0001.3112.A07B
KUEBLER    8.5863.3020.G223.S024.K020
KUEBLER    P400.101.0312.LTEM
KUEBLER    8.3651.2634.3312
KUEBLER    8.H100.1132.2500.2500
KUEBLER    D8.4B1.0200.6831.3113
KUEBLER    8.5820.3862.1000
KUEBLER    RV2-VK5-L450/14/TF-VE80R
KUEBLER    8.5000.AC51.1000.S085
KUEBLER    8.5000.AC52.2500.S085
KUEBLER    9401/8×8
KUEBLER    M/N:6.908.0100.3A0
KUEBLER    8.5020.D550.2048.S190
KUEBLER    8.5858.322A.2112.S002、DC10-30V、90mA
KUEBLER    8.5822.1233.G121
KUEBLER    BNA-1"/2500/B-MG-M3500-V76x10
KUEBLER    8.A02H.1240.2048.S018
KUEBLER    8.5883.5420.G323.S017
KUEBLER    8.5020.185E.1024
KUEBLER    D8.4D1.2000.0000.000
KUEBLER    8.5824.0822.5000.5089
KUEBLER    05.00.6041.8211.010M
KUEBLER    8.F3653.3328.G712
KUEBLER    8.F3663.3325.G722
KUEBLER    D8.6A1.0050.F325.G222
KUEBLER    D8.6A1.0125.F325.G222
KUEBLER    D8.5D1.P500.00X1.X002
KUEBLER    E205652Reg-Nr11
KUEBLER    8.5868.12B2.B112
KUEBLER    TYPE:ARV-Vu F-NO.:050620679
KUEBLER    D8.5D1.P500.00X1.X002
KUEBLER    8.5834 SIL.0010.2048.S001
KUEBLER    T8.5883.2926.B322
KUEBLER    8.5826.2511.1024
KUEBLER    8-4620-300404
KUEBLER    8.40000.1101.1010
KUEBLER    8.A02A.0031.1024.T029
KUEBLER    8.5883.2926.B322
KUEBLER    8.5823.5051.1024.C03
KUEBLER    7.924.0100.300.9378
KUEBLER    8.0000.6901.0002.0031
KUEBLER    8.0010.40T0.0000
KUEBLER    8.9081.4722.2004
KUEBLER    8.5820.1641.1024
KUEBLER    8.H120.0000.1024.J016
KUEBLER    D8.1070.105B.1000
KUEBLER    8.5823.3842.1024+8.0000.6901.0001
KUEBLER    8.5020.0851.1024.0022
KUEBLER    8.A02H.0030.1024.T013.C002
KUEBLER    8.3610.0060.1000.001
KUEBLER    D8.5D1.P500.00X1.X002,
KUEBLER    8.5824.C048.2048.5089
KUEBLER    8.5853.0220.G311.0002
KUEBLER    8.5820.0H30.2048.5093.0015，10-30VDC  2048ppr
KUEBLER    05.KPB.340.000
KUEBLER    8.5863.1200.G323.S013.K012
KUEBLER    8.5883.142E.G323
KUEBLER    8.5883.2424.G323
KUEBLER    8.0000.5062.0000，10shot
KUEBLER    8.5800.M27Y.1024，10-30VDC 125mA
KUEBLER    8.5805.1266.18000，10-30VDC 160mA
KUEBLER    8.5823.3832.1024
KUEBLER    8.9080.4C31.3001
KUEBLER    1.130.000.032
KUEBLER    8.5863.1222.G322
KUEBLER    FH.1261351/01,05.2400.0030.0200.5064,serien-NR:1313603987
KUEBLER    8.5862.2132.3001
KUEBLER    102.101.383
KUEBLER    132.101.013
KUEBLER    8.5820.0830.1024.5083 10-30VDC-100M AHTL
KUEBLER    8.5000.8348.2000
KUEBLER    8.5000.8348.4096
KUEBLER    8.5020.8344.5000
KUEBLER    8.5825.3512.6000
KUEBLER    8.5825.3512.7200
KUEBLER    D8.4C1.0600.6322.G321
KUEBLER    8.5000.0010.1024.S059
KUEBLER    EME3/8IN-MU-L100-SV52-3PVC
KUEBLER    8.5020.D310.2048.S130
KUEBLER    SR060-20-2-3-V01
KUEBLER    8.5803.126B.0025.0080
KUEBLER    8.5000.D350.1024.C017
KUEBLER    8.5020.x851.1024. H000
KUEBLER    8.A02H.5202.2048.5024
KUEBLER    8.9000.1172.1024
KUEBLER    8.5860.1212.1002

供應Kuebler 編碼器