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Bücürü ayarla / Yazar: Leonard, Elmore

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Combining Interval, Probabilistic, and Other Types of Uncertainty in Engineering Applications Yazar: Pownuk, Andrew, Kreinovich, Vladik

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Artificial Organ Engineering Yazar: Annesini, Maria Cristina, Marrelli, Luigi, Piemonte, Vincenzo, Turchetti, Luca

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Machine Intelligence and Signal Processing

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Deep Learning with TensorFlow and Keras - 3rd Edition : Build and Deploy Supervised, Unsupervised, Deep, and Reinforcement Learning Models. Yazar: Kapoor, Amita

İçindekiler: “…-- Introduction to neural networks -- Perceptron -- Our first example of TensorFlow code -- Multi-layer perceptron: our first example of a network -- Problems in training the perceptron and solution -- Activation function: sigmoid -- Activation function: tanh -- Activation function: ReLU -- Two additional activation functions: ELU and Leaky ReLU -- Activation functions -- In short: what are neural networks after all? -- A real example: recognizing handwritten digits -- One hot-encoding (OHE) -- Defining a simple neural net in TensorFlow -- Running a simple TensorFlow net and establishing a baseline -- Improving the simple net in TensorFlow with hidden layers -- Further improving the simple net in TensorFlow with dropout -- Testing different optimizers in TensorFlow -- Increasing the number of epochs -- Controlling the optimizer learning rate -- Increasing the number of internal hidden neurons -- Increasing the size of batch computation -- Summarizing experiments run to recognizing handwritten digits -- Regularization -- Adopting regularization to avoid overfitting -- Understanding batch normalization -- Playing with Google Colab: CPUs, GPUs, and TPUs -- Sentiment analysis -- Hyperparameter tuning and AutoML -- Predicting output -- A practical overview of backpropagation -- What have we learned so far? …”
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Proceedings of the 3rd Pan American Materials Congress

İçindekiler: “…Part 1: Pan American Materials Congress: Advanced Biomaterials -- Analysis of Biomimetic Surgical Clip Using Finite Element Modeling for Geometry Improvement and Biomaterials Selection -- Chemical composition effect of sol-gel derived bioactive glass over bioactivity behavior -- Effects of Dialium guineense based zinc nanoparticle material on the inhibition of microbes inducing microbiologically influenced corrosion -- Injectability evaluation of bone-graft substitutes based on carrageenan and hydroxyapatite nanorods -- Synthesis and characterization of Ni0.5Zn0.5Fe2O4@mSiO2 core shell nanocarrier for drug delivery applications -- Part 2: Pan American Materials Congress: Advanced Manufacturing -- Carbon Based Coatings Deposited On Nitrided Stainless Steel: Study Of Thermal Degradation -- Comparative Mechanical Analysis Between Epoxy Composite Reinforced With Random Short Cuarua Fibers And Aligned Long Curaua Fibers -- Effect of Tool Rotation on Tool Wear Phenomenon in Rotary Tool micro-USM -- Numerical Modeling of High-Velocity Impact Welding -- Selective Laser Sintering of Polyamide/Hydroxyapatite Scaffolds -- Part 3: Pan American Materials Congress: Materials for Green Energy -- A comparison between recycled spent zeolite and calcite limestone for manganese removal -- Effect of Mo6+ Substitution on Microstructure and Lithium Ionic Conductivity of Garnet-Type Li7La3Zr2O12 Solid Electrolytes by Field Assisted Sintering Technology -- Electromagnetic Levitation Refining Of Silicon-iron Alloys for Generation of Solar Grade Silicon -- Green Extract of Mate Tea as Corrosion Inhibitor of Copper and Aluminum -- Platinum Salts Synthesis as Precursors to Get Heterogeneous Catalysts for Biofuels Production -- Technical and Environmental Assessment of an Alternative Binder for Low Traffic Roads with LCA Methodology -- Part 4: Pan American Materials Congress: Materials for Infrastructure -- Anticorrosion and Adsorption Mechanism of Rhizophora mangle L Leaf-extract on Steel-reinforcement in 3.5% NaCl-immersed Concrete -- Cassia fistula leaf-extract Effect on Corrosion-inhibition of Stainless-steel in 0.5 M HCl -- Effect of C5H11NO2S on Reinforcing-steel Corrosion in Concrete Immersed in Industrial/Microbial Simulating-environment -- FIBER REINFORCED CONCRETE MANUFACTURED WITH ELECTRIC ARC FURNACE SLAG -- Jigs, hydro-cyclones and sensor-based sorting to value recycled aggregates -- Performance of hydraulic mixes manufactured with electric arc furnace slag aggregates -- POROUS ASPHALT MIXTURES WITH 100% SIDERURGIC AGGREGATES -- Part 5: Pan American Materials Congress: Materials for Oil and Gas Industry -- Blends of PVDF with its processing waste: Study of the mechanical properties of the blends thermally aged -- DYNAMIC TRANSFORMATION AND RETRANSFORMATION DURING THE SIMULATED PLATE ROLLING OF AN X70 PIPELINE STEEL -- Effect of Heat Input on the microstructure and toughness of welded API pipelines -- EVALUATION OF NON-DESTRUCTIVE TECHNIQUES (THERMOGRAPHY, ULTRASOUND AND EDDY CURRENT) FOR DETECTION OF FAILURES IN METALLIC SUBSTRATES WITH COMPOSITE ANTICORROSIVE COATINGS -- Structural Integrity of Pipelines -- Part 6: Pan American Materials Congress: Materials for Transportation and Lightweighting -- ADVANTAGES OF HOT COMPRESSION IN THE MANUFACTURE OF AlB4C COMPOSITES -- An Improved Silicon Carbide Monofilament for the Reinforcement of Metal Matrix Composites -- Analysis of coir fiber porosity -- BALLISTIC PERFORMANCE IN MULTILAYER ARMOR WITH EPOXY COMPOSITE REINFORCED WITH MALVA FIBERS -- Curaua non-woven fabric composite for ceramic multilayered armors: A lightweight, natural, and low cost alternative for KevlarTM -- Effect of Forging on Microstructure, Texture and Compression Behaviour of Extruded AZ31B -- EFFECTS OF HYPOEUTECTIC Sc ADDITIONS TO Al-4.5 wt% Cu UNDER DIFFERENT COOLING RATES -- IZOD IMPACT TESTS IN POLYESTER MATRIX COMPOSITES REINFORCED WITH FIQUE FABRIC -- IZOD IMPACT TESTS IN POLYESTER MATRIX COMPOSITES REINFORCED WITH JUTE FABRIC -- Microstructure and Hardness of Subzero Quenched and Heat Treated Ti-6Al-4V Alloy -- Nano-Additive Reinforcement of Thermoplastic Microballoon Epoxy Syntactic Foams -- Nanocomposites Mechanical and Tribological Properties using Graphene Coated Ceramic Nanoparticles for Light Weight Applications -- Synthesis of Energetic Composites in Ti-Al-B-C System by Adiabatic Explosive Compaction -- Tensile and impact properties of two fiber configurations for curaua reinforced composites -- Thermo\\8722;Mechanical behavior of nanostructure polyacrylic polymer based on Al2 O3 and bentonite nanoparticles -- Thermo\\8722;mechanical properties of waterborne acrylate hybrid nanocomposites -- Thermo-mechanical properties of copolymer/clay nanocomposites: A comparative study of production method by in-situ and solution mixture -- Part 7: Pan American Materials Congress: Minerals Extraction and Processing -- Biotechnological recycling of precious metals sourced from post-consumer products -- Biotechnologies for water recycling in the mineral industry -- Dissolution thermodynamics of smithsonite in alkaline iminodiacetate aqueous solution -- Effect of ethylenediamine on smithsonite flotation -- Extraction of Gold from sands and Slimes Tailings Dump from Mazowe Mine, Zimbabwe -- Gold Recovery from Waste Solutions of PCB Gold Plating Process using Hydro Cyclone Reactor for Demonstration Study -- Improving Quality of Coke Made from Chinese Xinjiang Gas Coal with High Strength Modifier -- INVESTIGATING THE DISSOLUTION CHARACTERISTICS OF STRONTIUM SULFIDE -- Kinetic study on the leaching of vanadium-bearing converter slag with dilute sulfuric acid -- Leaching of Spent Ni-Mo Hydrodesulphurization (HDS) Catalyst in Oxalic Acid Solutions -- Novel Adsorbent from Iron Ore Concentration Tailings for Toxic Cationic Dye Removal from Water -- Preliminary analysis of the application of sensor based sorting on a limestone mine in the region Caçapava do Sul, Brazil -- Preparation of high grade Industrial Copper Compound from a Nigerian Malachite mineral by Hydrometallurgical process -- PROCESS OF IMPROVING THE FLOTATION USING ULTRASONIC BOMBARDMENT -- Production of strontianite from celestite ore in carbonate media -- Reduction Kinetics and Characterization Study of Synthetic Magnetite Micro Fines -- Study on Leaching Valuable Elements from Bayan Obo Tailings -- Study on thermal decomposition and oxidation characteristics of iron ores -- The direct leaching of micro-disseminated gold concentrate by bromide process and the characterization of leaching products -- Working Experience with the new WOX Plant to treat zinc waelzoxide at ZGH Boleslaw SA, Poland -- Part 8: Pan American Materials Congress: Nanocrystalline and Ultra-fine Grain Materials and Bulk Metallic Glasses -- Continuous dynamic recovery in pure aluminum deformed to high strain by accumulative press bonding -- Effects of Natural Aging and Post-processed Heat Treatment on the Microstructure and Mechanical Properties of Friction Stir Processed Al-7B04 -- Evaluation of the hardening and softening effects in Zn-21Al-2Cu with as cast and homogenized microstructure processed by equal channel angular pressing -- Part 9: Pan American Materials Congress: Steels -- Effect of titanium sulfide precipitates on grain size in low carbon steel -- Evolution of Austenite Dislocation Density during Hot Deformation using a Physical Dynamic Recrystallization Model -- Influence of a Rapid Heating on the Microstructure and Properties of Press-Hardening Steel Sheets -- Jansto:New Generation Niobium Bearing Structural Steels for Future Infrastructure Demands -- Kinetic study of the austenite decomposition during continuous cooling in a welding steel -- Microstructural Evolution in Microalloyed Steels during Thermomechanical Rod Rolling -- MODELING OF METAL-SLAG MASS AND MOMENTUM EXCHANGES IN GAS-STIRRED LADLES -- Study on adjustment and optimization of LF refining slag of spring steel 55SiCrA -- Tempering Response of Bainitic and Martensitic Microstructures -- The research on the relationship between gas movement behaviors and circulating flow of the molten steel in RH.…”
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Deep Learning with Python, Second Edition. Yazar: Chollet, Francois

İçindekiler: “…-- 1.1 Artificial intelligence, machine learning, and deep learning -- 1.1.1 Artificial intelligence -- 1.1.2 Machine learning -- 1.1.3 Learning rules and representations from data -- 1.1.4 The "deep" in "deep learning" -- 1.1.5 Understanding how deep learning works, in three figures -- 1.1.6 What deep learning has achieved so far -- 1.1.7 Don't believe the short-term hype -- 1.1.8 The promise of AI -- 1.2 Before deep learning: A brief history of machine learning -- 1.2.1 Probabilistic modeling -- 1.2.2 Early neural networks -- 1.2.3 Kernel methods -- 1.2.4 Decision trees, random forests, and gradient boosting machines -- 1.2.5 Back to neural networks -- 1.2.6 What makes deep learning different -- 1.2.7 The modern machine learning landscape -- 1.3 Why deep learning? …”
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