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1
Interpretable Machine Learning with Python : Build Explainable, Fair, and Robust High-Performance Models with Hands-on, Real-world Examples.
Published Packt Publishing, Limited, 2022.Table of Contents: “…-- A business case for interpretability -- Better decisions -- More trusted brands -- More ethical -- More profitable -- Summary -- Image sources -- Dataset sources -- Further reading -- Chapter 2: Key Concepts of Interpretability -- Technical requirements -- The mission -- Details about CVD -- The approach -- Preparations -- Loading the libraries -- Understanding and preparing the data -- The data dictionary -- Data preparation -- Interpretation method types and scopes -- Model interpretability method types -- Model interpretability scopes -- Interpreting individual predictions with logistic regression -- Appreciating what hinders machine learning interpretability -- Non-linearity -- Interactivity -- Non-monotonicity -- Mission accomplished -- Summary -- Further reading -- Chapter 3: Interpretation Challenges -- Technical requirements -- The mission -- The approach -- The preparations -- Loading the libraries -- Understanding and preparing the data -- The data dictionary -- Data preparation -- Reviewing traditional model interpretation methods -- Predicting minutes delayed with various regression methods -- Classifying flights as delayed or not delayed with various classification methods -- Training and evaluating the classification models.…”
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2
Empirical Approach to Machine Learning
Published Springer International Publishing : Imprint: Springer, 2019.Full-text access
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3
International Digital Imaging Correlation Society Proceedings of the First Annual Conference, 2016 /
Published Springer International Publishing : Imprint: Springer, 2017.Full-text access
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4
Proceedings of International Conference on Computer Vision and Image Processing CVIP 2016, Volume 1 /
Published Springer Nature Singapore : Imprint: Springer, 2017.Full-text access
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5
Proceedings of International Conference on Computer Vision and Image Processing CVIP 2016, Volume 2 /
Published Springer Nature Singapore : Imprint: Springer, 2017.Full-text access
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6
Predicting the Lineage Choice of Hematopoietic Stem Cells A Novel Approach Using Deep Neural Networks /
Published Springer Fachmedien Wiesbaden : Imprint: Springer Spektrum, 2016.Full-text access
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7
Advances in Mechanical Engineering Selected Contributions from the Conference "Modern Engineering: Science and Education", Saint Petersburg, Russia, June 2014 /
Published Springer International Publishing : Imprint: Springer, 2016.Table of Contents: “…Metal flow control at processes of cold axial rotary forging -- A novel design of an electrical transmission line inspection machine -- Mathematical Modeling of a Dynamic Biped Robot Interacting with the Ground -- New effective data structure for multidimensional optimization orthogonal packing problems -- Modern methods of contact forces between wheel set and rails determining -- One-dimensional models in turbine blades dynamics -- Drive selection of multidirectional mechanism with excess inputs -- The vibrations of reservoirs and cylindrical supports of hydro technical constructions partially submerged into the liquid -- Оne stable scheme of centrifugal forces dynamic balance -- Frameworks not restorable from self-stresses -- Structural modifications synthesis of Bennett mechanism -- Use of the capabilities of acoustic-emission technique for diagnostics of separate heat exchanger elements -- Processing of Data from the Camera of Structured Light for Algorithms of Image Analysis in Control Systems of Mobile Robots -- Structural and Phase Transformation in material of Steam Turbines Blades after High-Speed Mechanical Effect -- Engineering calculations of bolt connections -- Kinematic research of Bricard linkage modifications -- Stress Corrosion Cracking and Electrochemical Potential of Titanium Alloys -- Programmable Movement Synthesis for the Mobile Robot with the Orthogonal Walking Drivers -- Stationary Oscillation in Two-Mass Machine Aggregate with Universal-Joint Drive.…”
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8
New Advances in Mechanisms, Mechanical Transmissions and Robotics Proceedings of The Joint International Conference of the XII International Conference on Mechanisms and Mechanical...
Published Springer International Publishing : Imprint: Springer, 2017.Full-text access
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9
Robotics and Mechatronics Proceedings of the Fifth IFToMM International Symposium on Robotics & Mechatronics (ISRM 2017) /
Published Springer International Publishing : Imprint: Springer, 2019.Full-text access
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10
Progress in Advanced Computing and Intelligent Engineering Proceedings of ICACIE 2017, Volume 2 /
Published Springer Nature Singapore : Imprint: Springer, 2019.Full-text access
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11
Information Systems Design and Intelligent Applications Proceedings of Third International Conference INDIA 2016, Volume 3 /
Published Springer India : Imprint: Springer, 2016.Table of Contents: “…Tampering Localization in Digital Image Using First Two Digit Probability Features -- Chapter 16. …”
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12
Safe, Autonomous and Intelligent Vehicles
Published Springer International Publishing : Imprint: Springer, 2019.Full-text access
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13
Applied Physics, System Science and Computers II Proceedings of the 2nd International Conference on Applied Physics, System Science and Computers (APSAC2017), September 27-29, 2017...
Published Springer International Publishing : Imprint: Springer, 2019.Table of Contents: “…Noticing of Volume Fraction Limiting -- Simulation of the Inflow to a Well Equipped with a Vertical Slot Filter -- Errors of Approximation with Polynomial Splines of the Fifth Order -- Classical Potential Barrier of Liquid Phase Radical Reactions and Its Simulation Based on the Experimental Kinetic and Thermochemical Data Using Fuzzy Neural Networks -- Type of Substance as a New Physical Quantity -- Spectroscopy of Colorants for Fine Art in Visual and Near Infrared Spectrum -- From Quantum Sensing to SWEME Interaction Modeling -- An Ultrasound Technique for the Characterization of the Acoustic Emission of Reinforced Concrete Beam -- Prediction of Airport Acoustical Noise by Deterministic Decomposition and Seasonal ARIMA Techniques -- Express Registration of Partial Discharges in Gas-insulated Switchgear -- Risk Factors for the Occurrence of Traumatic Vacuum Phenomenon After Chest Compression for Patients with Cardiac Arrest -- A System for Big Attributed Hierarchical Graph Visualization -- A System of Functional Programming for Supporting Cloud Supercomputing -- Security and Performance of a Textual Substitution Compression Method Applied to Images -- A Solution of the Mastermind Board Game in Scratch Suitable for Algorithmic Thinking Development -- The Development of KarelNXT Robot as a Simulation of xKarel Programming Language -- Development of Polytechnic Creativity of Primary School Pupils -- Distribution and Validation of Meteorological Data for the Air Traffic Management Systems -- HLA Simulation of Customer Flow in a Polyclinic -- Steganographic Principle for Transfer Hidden Pictures within Pictures -- Assets as Part of Tertiary Technical Education -- Using of the Tablets for Amplyopia Treatment -- Neural Interface: The potential of Using Cheap EEG Devices for Scientific Purposes -- Optimal Information Paths in Social Media: Personalized Consumption of Tweets -- Solving Sparse Matrices: a Comparative Analysis between FPGA and GPU -- Making a Shift from Believing to Knowing by the Help of RDF CFL Formal Representation -- Deformation Analysis in Image Sequences by Physics-Inspired Virtual Current Interaction -- Utilization of NFV in Cloud Data Center -- Autonomic Machine Learning for Intelligent Databases -- Recommender System for Post-editing of Machine Translation -- Neural Network methods for Image Segmentation -- An HPC-Data Center Case Study on the Power Consumption of Workload -- Identifying Problematic e-Courses Content Based on Students Behaviour -- Dyscalculia: A Behavioural Vision -- Enhancing the Development of Interaction between Authorities in Maritime Surveillance -- Electricity Peak Demand Classification with Machine Learning Techniques -- Theϵ-Complexity of Finite-Dimensional Continuous Maps -- Characterisation of the Vibration of an Ultrasonic Transducer for Guided Waves Applications -- Asymptotic Stability of Partial Difference Equations Systems with Singular Matrix -- Chaos and Stability of the Financial System -- A Simple Econophysics Model of the Stock Market as a Nonequilibrium Open System -- Mathematical Modeling and Simulation of Selected Multipulse Rectifiers, Used in "Conventional" Airplanes and Aircrafts Consistent with the Trend of "MEA/AEA" -- A Sufficient Asymptotic Stability Condition in Generalised Model Predictive Control to Avoid Input Saturation -- Minimization of Dynamic Loads in the Reciprocating Motion of the Executive Links of a Large Mass -- Harmonic Analysis in a Node Where Exist a Deformed Regime -- Human Upper Limb Motions Video Analysis Used for Rehabilitation Robotics -- Interactive Control System Proposal for High Switching Frequency Resonant Converters -- PWM Controlled Single-Phase Induction Motor Supplied from Single-Leg MxC -- Forward and Inverse Kinematics Using Transposition Method for Robotic Arm DOBOT -- Integral Assessment of Power Network Equipment Operational Risks: Special Aspects.…”
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14
Intelligent Spectrum Handovers in Cognitive Radio Networks
Published Springer International Publishing : Imprint: Springer, 2019.Full-text access
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15
Proceedings of the Second International Conference on Computer and Communication Technologies IC3T 2015, Volume 1 /
Published Springer India : Imprint: Springer, 2016.Full-text access
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Proceedings of the Second International Conference on Computer and Communication Technologies IC3T 2015, Volume 3 /
Published Springer India : Imprint: Springer, 2016.Full-text access
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17
16th International Conference on Information Technology-New Generations (ITNG 2019)
Published Springer International Publishing : Imprint: Springer, 2019.Full-text access
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18
An Introduction to Silent Speech Interfaces
Published Springer International Publishing : Imprint: Springer, 2017.Full-text access
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19
Intelligent Systems Technologies and Applications
Published Springer International Publishing : Imprint: Springer, 2018.Full-text access
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20
Computing and Network Sustainability Proceedings of IRSCNS 2018 /
Published Springer Nature Singapore : Imprint: Springer, 2019.Full-text access
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