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sklearn0.19中文文档

于 2021-05-06 发布
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sklearn0.19中文文档 PDF格式高清。.1. 广义线性模型1.1.1. 普通最小二乘法1.1.1.1. 普通最小二乘法复杂度1.1.2. 岭回归1.1.2.1. 岭回归的复杂度1.1.2.2. 设置正则化参数:广义交叉验证1.1.3. Lasso1.1.3.1. 设置正则化参数1.1.3.1.1. 使用交叉验证1.1.3.1.2. 基于信息标准的模型选择1.1.3.1.3. 与 SVM 的正则化参数的比较1.1.4. 多任务 Lasso1.1.5. 弹性网络1.1.6. 多任务弹性网络1.1.7. 最小角回归1.1.8. LARS Lasso1.1.1.监督学习1.1.广义线性模型o1.1.1.普通最小二乘法1.1.1.1.普通最小二乘法复杂度o1.1.2.岭回归1.1.2.1.岭回归的复杂度1.1.22.设置正则化参数:广义交叉验证o 113. Lasso■1.1.3.1.设置正则化参数1.1.3.1.1.使用交叉验证■1.1.3.1.2.基于信息标准的模型选择1.1.3.1.3.与SVM的正则化参数的比较o1.1.4.多任务 Lassoo1.1.5.弹性网络o1.1.6.多任务弹性网络o1.1.7.最小角回归o.8. LARS Lasso■1.1.8.1.数学表达式o1.1.9.正交匹配追踪法(OMP)o1.1.10.贝叶斯回归1.1.10.1.贝叶斯岭回归1.1.10.2.主动相关决策理论-ARD1.1.11. logistic回归o1.1.12.随机梯度下降,SGDo1.1.13. Perceptron(感知器)o1.1.14. Passive Aggressive Algorithms(被动攻击算法)o1.1.15.稳健回归( Robustness regression):处理离群点( outliers)和模型错误1.1.15.1.各种使用场景与相关概念■1.1.15.2. RANSAC:随机抽样一致性算法( RANdomSAmple Consensus1.1.15.2.1.算法细节1.1.15.3.Thel-sen预估器:广义中值估计1.1.153.1.算法理论细节1.1.154. Huber回归1.1.155.注意1.1.16.多项式回归:用基函数展开线性模型1.2.线性和二次判别分析o1.2.1.使用线性判别分析来降维o12.2.LDA和QDA分类器的数学公式o123.LDA的降维数学公式o1.2.4. Shrinkage(收缩)o12.5.预估算法1.3.内核岭回归1.4.支持向量机o1.4.1.分类■1.4.1.1.多元分类■1.4.1.2.得分和概率1.4.1.3.非均衡问题1.4.2.回归o143.密度估计,异常( novelty)检测o1.4.4.复杂度o1.4.5.使用诀窍o1.4.6.核函数1.4.6.1.自定义核14.6.1.1.使用 python函数作为内核1.4.6.1.2.使用Gram矩阵14.6.1.3.RBF内核参数o1.4.7.数学公式1.4.7.1.sVC■1.4.7.2. NuSVo1.4.7.3.sVRo14.8.实现细节1.5.随机梯度下降o1.5.1.分类o1.5.2.回归1.5.3.稀疏数据的随机悌度下降o1.5.4.复杂度o1.5.5.实用小贴士o1.5.6.数学描述■1.5.6.1.SGDo1.5.7.实现细节1.6.最近邻o1.6.1.无监督最近邻■1.6.1.1.找到最近邻1.6.1.2. KDTree和 BallTree类1.62.最近邻分类o16.3.最近邻回归o1.6.4.最近邻算法1.64.1.暴力计算■1.6.4.2.K-D树1.64.3.Ba|树■1.6.4.4.最近邻算法的选择1.6.4.5.1 eaf size的影响o165.最近质心分类1.6.5.1.最近缩小质心1.7.高斯过程o1.7.1.高斯过程回归(GPR)o1.7.2.GPR示例1.7.2.1.具有噪声级的GPR估计1.722.GPR和内核岭回归( Kernel Ridge Regression)的比较1.7.2.3. Mauna loa co2数据中的GRRo1.7.3.高斯过程分类(GPC)o1.7.4.GPC示例1.7.4.1.GPC概率预测■1.74.2.GPC在XOR数据集上的举例说明■1.7.4.3.iris数据集上的高斯过程分类(GPC)o1.7.5.高斯过程内核1.7.5.1.高斯过程内核AP■1.7.5.2.基础内核■1.7.5.3.内核操作1.7.5.4.径向基函数内核1.7.5.5. Matern内核1.7.5.6.有理二次内核1.7.5.7.正弦平方内核1.7.58.点乘内核■1.7.5.9.参考文献o1.7.6.传统高斯过程1.7.6.1.回归实例介绍1.7.62.噪声数据拟合17.6.3.数学形式1.7.6.3.1.初始假设■1.7.6.32.最佳线性无偏预测(BLUP)1.7.6.3.3.经验最佳线性无偏估计( EBLUP)1.7.6.4.关联模型1.7.6.5.回归模型1.7.6.6.实现细节1.8.交叉分解1.9.朴素贝叶斯o1.9.1.高斯朴素贝叶斯o1.92.多项分布朴素贝叶斯1.9.3.伯努利朴素贝叶斯1.9.4.堆外朴素贝叶斯模型拟合1.10.决策树o1.10.1.分类o1.10.2.回归o1.10.3.多值输出问题o1.10.4.复杂度分析o1.10.5.实际使用技巧1.10.6.决策树算法:ID3,C4.5,c5.0和CARTo1.10.7.数学表达1.10.7.1.分类标准■1.10.7.2.回归标准1.11.集成方法o1.111. Bagging meta-estimator( Bagging元估计器)o1.11.2.由随机树组成的森林1.11.2.1.随机森林1.11.2.2.极限随机树1.11.2.3.参数1.11.24.并行化1.11.2.5.特征重要性评估1.11.2.6.完全随机树嵌入o 1.113. AdaBoost1.11.3.1.使用方法o1.114. Gradient Tree Boosting(梯度树提升)1.11.4.1.分类1.11.42.回归1.114.3.训练额外的弱学习器1.11.4.4.控制树的大小■1.11.4.5. Mathematical formulation(数学公式)■1.11.4.5.1. LoSS Functions(损失函数)1.114.6. Regularization(正则化)■1.14.6.1.收缩率( Shrinkage)■1.1.4.6.2.子采样( Subsampling)■1.11.4.7. Interpretation(解释性)1.114.7.1. Feature importance(特征重要性)1.114.7.2. Partial dependence(部分依赖)o1.11.5. Voting Classifier(投票分类器)1.115.1.多数类标等(又称为多数/硬投票)1.11.5.1.1.用法■1.11.52.加权平均概率(软投票)1.11.5.3.投票分类器( Voting Classifier)在网格搜索( Grid search)应用1.11.5.3.1.用法1.12.多类和多标签算法o1.12.1.多标签分类格式o1.12.2.1对其余1.122.1.多类学习1.122.2.多标签学习o1.12.3.1对11.12.3.1.多类别学习o1.12.4.误差校正输出代码1.12.4.1.多类别学习o1.12.5.多输出回归o1.12.6.多输出分类o1.12.7.链式分类器·1.13.特征选择1.13.1.移除低方差特征o1.13.2.单变量特征选择o1.13.3.递归式特征消除o1.13.4.使用 Select From Mode选取特征■1.13.4.1.基于L1的特征选取1.13.4.2.基于Tree(树)的特征选取1.13.5.特征选取作为 pipeline(管道)的一部分1.14.半监督学习o1.14.1.标签传播1.15.等式回归1.16.概率校准1.17.神经网络模型(有监督)o1.17.1.多层感知器o1.17.2.分类o1.17.3.回归o1.17.4.正则化o1.17.5.算法o1.17.6.复杂性o1.17.7.数学公式o1.178.实用技巧o1.17.9.使用 warm start的更多控制

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    88E1116R_Datasheet,marvell以太网phy芯片手册,全本88E1116RM A RV E LL. Alaska Gigabit Ethernet TransceiverOVERVIEWFEATURESThe Alaska 88E1116R Gigabit Ethernet Transceiver is10/100/1000BASE-TIEEE 802.3 complianta physical layer device containing a single GigabitSupports reduced pin count GMII(RGMID)interfaceEthernet transceiver. The transceiver implements theFour RGMii timing modesEthernet physical layer portion of the 1000BASE-T,100BASE-TX. and 10base-t standards. t is manufacIntegrated mdi interface termination resistors thateliminate twelve passive componentstured using standard digital CMOS process and con-tains all the active circuitry required to implement theEnergy Detect and Energy Detect+ low powerphysical layer functions to transmit and receive data onmodesstandard Cat 5 unshielded twisted pairThree loopback modes for diagnosticsThe 88E1116R device has two regulators to generateDownshift"mode for two-pair cable installationsall required voltages. The 88E1116R device can beFully integrated digital adaptive equalizers, echopowered by a single 1.8V, 2.5V, or 3. 3V supply Alternacancellers, and crosstalk cancellerstively, if the regulators are not used, then the 88E1116RAdvanced digital baseline wander correctiondevice can be powered by a 1. 8v and 1.2V supplyAutomatic MDi/MDIX crossover at all speeds ofThe 88E1116R device incorporates the Marvell@ VirtualoperationCable Tester (VCTTM)feature, which uses TimeAutomatic polarity correctionDomain Reflectometry(TDR)technology for the remotelEEE 802. 3u compliant Auto-Negotiationidentification of potential cable malfunctions, thusSoftware programmable LEd modes including LEDreducing equipment returns and service calls. UsingtestingVCT, the alaska 88E1116R device detects and reportspotential cabling issues such as pair swaps, pair polar-Supports IEEE 1149.1 JTAGity and excessive pair skew. The device will also detectMDC/MDIO Management Interfacecable opens, shorts or any impedance mismatch in theCRC checker, packet countercable and reporting accurately within one meter the disPacket generationtance to the faultVirtual Cable Tester(VCT)The 88E1116R device integrates MDI interface terminaAuto-Calibration for MAc Interface outputstion resistors into the Phy. this resistor integrationComa Mode supportfacilitates board layout and reduces board cost byRequires a single 1.8v supplyreducing the number of extenal components. The new10 pads can be supplied with 1.8V, 2.5V, or 3. 3VMarvell calibrated resistor scheme will achieve andexceed the accuracy requirements of the IEEE 802.3Two regulators generate all required voltagesRegulator can be supplied with 1.8V,2.5V or 3.3Vreturn loss specificationsCommercial gradeThe 88E1116R device supports the reduced gmll64-Pin QFN package(RGMI)for direct connection to a MAC/Switch portThe 88E1116R device uses advanced mixed-signal processing to perform equalization, echo and crosstalkcancellation, data recovery, and error correction at agigabit per second data rate. The device achievesrobust performance in noisy environments with very lowpower dissipationThe 88E 1116R device is offered in a 64-pin QFn pack-The 88E1116R device is footprint compatible with the88E1116 device As the 88E 1116R device employs integrated MDi interface terminations, all external mDIinterface termination resistors and capacitors must beremoved when migrating from the 88E1116 to88E1116R. See 88E1116 to 88E1116R Migration Appli-cation note for more detailsCopyright o 2007 MarvellCONFIDENTIALDoC. No. MV-S104224-00. Rev.March 1. 2007. AdvanceDocument Classification: Proprietary InformationPage 388E1116RMARVELLo Alaska Gigabit Ethernet TransceiverMagnMedia Types10/1001000Mbps88E1116R|a盖10BASEEthernet macRJ-45Device100BASE-TX1000BASE-TMAC InterfaceRGMII88E1116R Device used in Copper ApplicationDoc. No. MV-S104224-00. Rev.CONFIDENTIALCopyright o 2007 MarvellPage 4Document Classification: Proprietary InformationMarch 1. 2007. AdvanceTable of contentsSECTION 1. SIGNAL DESCRIPTION1.1 Pin Description101.1.1 Pin Type Definitions1264 Pin QFN Pin Assignment List- Alphabetical by Signal Name.……,…,,…,161.3 O State at Various Test or reset modes .mmm.,17SECtION 2. FUNCTIONAL SPECIFICATIONS2.1 Copper Media Interface..国面画192.2 MAC Interface(RGMII)4192.2.1 10/100 Mbps Functionality2.2.2 TX ER and RX ER Codingaaaaaiiaia t23Lo。 pback……………,….….….,.,…….…,…,….….……,…….……………212.3.1 MAC Interface Loopback212.3.2 Line Loopback.222.3.3 EXternal Loopback24 Synchronizing F|FQ….…,,…,…,,,,,,…,,,,,…,,,…,,,,…,……242.5 Copper Media Transmit and receive Function.man..m日a252.5.1 Transmit side Network Interface252.5.2 Encoder2.5.3 Receive Side Network Interface2.5. 4 Decoder2.6 Regulators and Power Supplies282.6.1 AVDD2.6.2 AVDDC282.6.3 AVDDR292.6.4 AVDDX2.6.5DVDD…292.6.6 VDDO26.7 VDDOR.292.7 Power Management302.7.1 Low Power Modes2.72 Low Power Operating Modes……2.7.3 RGMl Effect on Low Power modes3228Auto- Negotiation.........……33Copyright o 2007 MarvellCONFIDENTIALDoC. No. MV-S104224-00. Rev.March 1. 2007. AdvanceDocument Classification: Proprietary InformationPage 588E1116RMARVELL Alaska Gigabit Ethernet Transceiver2.9 Downshift Feature…352.10 Advanced virtual Cable Tester362.10.1 Maximum Pe2.10.2 First Peak372.10.3 Offsetp2. 10. 4 Sample Poin2.10.5 Pulse Amplitude and Pulse Width392. 10.6 Drop Link...392.10.7 VCTTM With Link Up392.11 Data Terminal Equipment (DTE)Detect........2.12 CRC Error Counter and frame Counter412.12. 1 Enabling the crc error counter and frame counter.412.13 Packet generator412.14 MDI/MDIX Crossover422.15P。 olarity Correction..…432.16LED,,,,,,,,,,,…,…,,442.16.1 LED Polarity452.16.2 Pulse Stretching and Blinking.462. 16.3 Bi-Color LED Mixing472.16.4 Modes of Operation482.17 EEE 1149.1 Controller522.17.1 BYPASS Instruction522.17.2 SAMPLE/PRELOAD Instruction.52217.3 EXTEST Instruction552,17.4 The clamP Instruction552,17.5 The high-z Instruction552.17.6 ID CODE Instruction552.18 Interrupt.552.19 Automatic and Manual Impedance Calibration.……,…,…,…,…,…,…,……562. 19. MAC Interface calibration circuit562.19.2 MAC Interface Calibration Register Definitions2. 19.3 Changing Auto Calibration Targets2. 19. 4 Manual Settings to The Calibration Registers“““582.20 Configuring the 88E1116R Device..2.20. 1 Hardware Configuration612.20.2 Software Configuration-Management Interface632.21 Temperature sensor64Doc. No. MV-S104224-00. Rev.CONFIDENTIALCopyright o 2007 MarvellDocument Classification: Proprietary InformationMarch 1. 2007. AdvanceSECTION 3 REGISTER DESCRIPTION65SECTION 4, ELECTRICAL SPECIFICATIONS1104.1. Absolute Maximum Ratings,…,…,…,…,,…,…,…,…,…,…,,…,…,……,1104.2. Recommended Operating Conditions..,,.,……,,……1114.3. Package Thermal Information.………….……….…………1124.3.1 Thermal Conditions for 64-pin QFn Package1124. 4. Current Consumption...........面量量…1134.4.1 Current Consumption AVDD..1134.4.2 Current Consumption AVDDC..1134.4.3 Current Consumption AVDDR1144.4.4 Current Consumption AVDDX1144.4.5 Current Consumption DVDD4.4.6 Current Consumption VDDo1154.4.7 Current Consumption VDDOR1154.4.8 Current Consumption Center Tap1154.5. DC Operating Conditions1164.5.1 Non-RGMlI Digital Pins1164.5.2 Internal resistor Description4.5.3 Stub-Series Transceiver LogIc (55/.21174.5 4 EEE DC Transceiver Parameters1194.6. AC Electrical Specifications1204.6.1 Reset Timing ..1204.6.2 XTAL IN/XTAL OUT Timing1214.6.3 LED to CONFIG Timing1214.7 RGMII Interface Timing……,,…1224.7.1 RGMl AC Characteristics4.7.2 RGMII Delay Timing for different RGMiI Modes1234.8. MDC/MDIO Timing…12549. JTAG Timing…,,…1264.10.EEE AC Transceiver parameters1274.11. Latency Timing........….…1284.11.1 RGMII to 1000BASE-T Transmit Latency Timingaa“aa1284.11.2 RGMII to 100BASE-TX Transmit Latency Timing1284.11.3 RGMiI to 10BASE-T Transmit Latency Timing4. 11. 4 1000BASE-T to RGMll Receive Latency Timing1304. 11.5 100BASE-TX to RGMII Receive Latency Timing.1304.11.610 BASE-T to RGMll Receive Latency Timing……….….…………,130SECTION 5. PACKAGE MECHANICAL DIMENSIONS1315.1 64-Pin QFN Package...131Copyright o 2007 MarvellCONFIDENTIALDoC. No. MV-S104224-00. Rev.March 1. 2007. AdvanceDocument Classification: Proprietary InformationPage 788E1116RMARVELL Alaska Gigabit Ethernet TransceiverSECTION 6. ORDER INFORMATION1336.1 Ordering Part Numbers and Package Markings1336.1.1 RoHS 5/6 Marking Example1346.1.2 RoHS 6/6 Marking Example135Doc. No. MV-S104224-00. Rev.CONFIDENTIALCopyright o 2007 MarvellPage 8Document Classification: Proprietary InformationMarch 1. 2007. AdvanceSignal DescriptionSection 1. 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