Neural Networks and Deep Learning by Charu Aggarwal PDF free download

Topics: Data mining, data preparation, similarity, distances, association pattern mining, cluster analysis, outlier analysis, data classification, mining data streams, mining text data, mining time series data, mining discrete sequences, mining spatial data, mining graph data, mining web data, social network analysis, privacy-preserving data mining

Topics: propositional logic, first-order predicate logic, limitations of logic, PROLOG, search, games, problem solving, reasoning with uncertainty, machine learning, data mining, neural networks, reinforcement learning

Topics: Electromechanical Energy, Magnetic Coupling Field, Electrical Coupling Field, magnetic circuit, rotating electrical machines, modelling electrical machines, single-fed converters, double-fed converters, electromotive forces, energy, flux, torque, DC machines, induction machines, variable speed induction machines, synchronous machines, steady-state operation, variable frequency synchronous machines

Topics: concurrent programming, distributed programming, concurrency, concurrent programming abstractions, machine-code instructions, critical section problem, concurrent programs verification, bakery algorithm, fast algorithms, semaphores, monitors, condition variables, protected objects, channels, parallel matrix multiplication, remote procedure calls, Linda model, distributed algorithms, distributed systems, model distributed mutual exclusion, Dijkstra-Scholten algorithm, credit-recovery algorithms, consensus, flooding algorithm, real-time systems, synchronous systems, Pseudocode notation

Topics: Pathophysiology, cell structure, cell function, inflammation, inflammatory response, fever, cell proliferation, tissue regeneration, tissue repair, genetic control, genetic disorders, congenital disorders, neoplasia, integrative body functions, acid-base balance, electrolyte disorder, fluid disorder, stress, adaptation, hematopoietic function, red blood cells disorders, infection, immunity, infectious disease, innate immunity, adaptive immunity, immune response, circulatory function, blood flow, blood pressure, cardiac function, heart failure, circulatory shock, respiratory function, respiratory tract infections, neoplasms, childhood disorder, gas exchange, kidney function, urinary tract function, renal function, acute kidney injury, chronic kidney disease, gastrointestinal function, hepatobiliary function, exocrine pancreas function, endocrine system, endocrine control, diabetes mellitus, metabolic syndrome, nervous system, neural function, somatosensory function, pain, headache, neuromuscular function, brain function, vision, hearing, vestibular function, genitourinary function, reproductive function, male genitourinary system, female genitourinary system, sexually transmitted infections, musculoskeletal function, trauma, skeletal system, rheumatic disorders, skin integrity, skin function

Topics: Programming Languages, programming environments, Pseudocodes, functional programming, computerizing business records, time sharing, dynamic languages, object-oriented programming, scripting languages, programming hybrid languages, lexical analysis, syntax analysis, parsing problem, recursive descent parsing, variables, datatypes, array types, associative arrays, arithmetic expressions, subprograms, abstract data types, data abstraction, concurrency, exception handling, event handling, functional programming languages, logic programming languages

Topics: Machine Arithmetic, Real Numbers, Machine Numbers, Rounding, Condition Numbers, Approximation, Interpolation, Least Squares Approximation, Polynomial Interpolation, Spline Functions, Numerical Differentiation, Numerical Integration, Nonlinear Equations, Iteration, Convergence, Efficiency, Method of False Position, Secant Method, Newton’s Method, Fixed Point Iteration, Algebraic Equations, Systems of Nonlinear Equations, Initial Value Problems for ODE, One-Step Methods, Numerical Methods, Euler’s Method, Taylor Expansion, Runge–Kutta Method, Error Monitoring, Step Control, Stiff Problems, Multistep Methods, Adams–Bashforth Method, Adams–Moulton Method, Predictor–Corrector Method, Two-Point Boundary Value Problems for ODEs, Initial Value Technique, Finite Difference Methods, Variational Methods

Topics: Chemistry, Periodic table, chemical bonding, acid, bases, salt, analytical chemistry, Gay Lussac's law, Avogadro's law mole concept, empirical formula, molecular formula, electrolysis, metallurgy, hydrogen chloride, ammonia, Nitric acid, sulphuric acid, organic chemistry, practical chemistry

Topics: data mining, classification, Naıve Bayes Classifiers, Nearest Neighbour Classification, decision tree, continuous attributes, entropy, ROC, ensemble classification, comparing classifiers, association rule mining, clustering, text mining, classifying streaming data

Topics: atomic structure, bonding, periodic table, ionic bond, covalent bond, metallic bond, coordination bond, hydrogen, hydride, alkali metal, alkaline earth metal, chalcogen, group 2 element, group 13 element, S-block element, P-block element, group 14 element, group 15 element, group 16 element, halogen, group 17 element, halogen oxide, noble gas, transition element, scandium group, titanium group, vanadium group, chromium group, manganese group, iron group, cobalt group, nickel group, copper group, zinc group, Bohr theory, Pauli exclusion principle, atomic spectra, Hund rule, solubility, conductivity, lattice energy, stochiometric defect, schottky defect, Lewis theory, octet rule, sidgwick-powell theory, VSEPR theory, isoelectronic principle, Heisenberg uncertainty principle, radial function, angular function

Topics: Chemical Thermodynamics, mechanical systems equilibrium, perfect gas, energy, work, heat, temperature, temperature measurement, molecular motion, energy conservation, enthalpy, heat capacity, entropy, equilibrium, free energy, Gibbs free energy, phase equilibria, Clapeyron equation, Clausius-Clapeyron equation, chemical potential, Le Chatelier's principle, Hess's law, free-energy changes determination, Ellingham diagram, free-energy functions, ideal solution, ideal dilute solution, freezing-point depression, osmotic pressure, solid solubility, electrochemical cells, standard electrode potentials, irreversible expansion, Joule-Thomson experiment, imperfect gases, energy levels, Boltzmann factor, rotational partition function, vibrational partition function, chemical equilibrium

Topics: Air Photo Interpretation, Environment Interaction, Aerial Photography, Aerial Photograph, aerial camera, air photo scale, Stereoscope, Vertical Air Photographs, Rural Land Use Analysis, Urban Land Use Analysis, Urban Land Use, rural Land Use, Radial Displacement, Radial Line Triangulation, Planimetric Mapping, Planning Aerial Photography, Remote Sensing

Topics: surgical Nursing, medical nursing, Health Care Delivery, Evidence-Based Nursing Practice, Community-Based Nursing Practice, Nursing Process, Health Education, Health Promotion, Adult Health, Nutritional Assessment, Individual Adaptation, Family Homeostasis, Stress, Adaptation, Transcultural Nursing, Genetics, Genomics, Chronic Illness, Disability, Rehabilitation, Older Adult health care, Pain Management, patient management, Fluid Balance, Electrolyte Balance, Fluid Disturbance, electrolyte disturbance, Shock and Multiple Organ Dysfunction Syndrome, Oncologic Disorders, End-of-Life Care, Nursing Management, preoperative Nursing Management, Intraoperative Nursing Management, Postoperative Nursing Management, Gas Exchange, Respiratory Function, Respiratory Function assessment, Respiratory Care Modalities, Upper Respiratory Tract Disorders, Chest Disorders, Lower Respiratory Tract Disorders, Chronic Pulmonary Disease, Cardiovascular Function, Circulatory Function, Assessment of Cardiovascular Function, Dysrhythmias, Conduction Problems, Coronary Vascular Disorders, Cardiac Disorders, Heart Disease, Peripheral Circulation, vascular disorders, Hypertension, Hematologic Function, Nonmalignant Hematologic Disorders, Hematologic Neoplasms, Immunologic Function, Immune Deficiency Disorders, Allergic Disorders, Rheumatic Disorders, Musculoskeletal Function, Emergency Nursing, Mass Casualty, Disaster Nursing, Infectious Diseases, Neurologic Function, Neurologic Dysfunction, Cerebrovascular Disorders, Neurologic Trauma, Neurologic Infections, Autoimmune Disorders, Neuropathies, Oncologic Neurologic Disorders, Degenerative Neurologic Disorders, Sensory Function, Integumentary Function, Dermatologic Disorders, burn injury, Reproductive Function, breast disorder, Female Physiologic Processes, Male Reproductive Disorders, Kidney Function, Urinary Tract Function, Metabolic Function, Endocrine Function

Topics: Computation, languages, Mathematical Tools, Regular Expressions, Nondeterminism, Kleene’s Theorem, Context-Free Languages, Finite Automata, Pushdown Automata, Non-Context-Free Languages, Undecidable Problems, Decision Problems Involving Turing Machines, turing machines, computable functions, Recursively Enumerable Languages, Computational Complexity

Topics: Fluid Mechanics, hydraulic machines, viscosity, compressibility, bulk modulus, surface tension, capillarity, vapor pressure, cavitation, Pascal's law, manometers, Piezometer, differential manometer, isothermal process, buoyancy, flotation, meta-center, fluid flow, continuity equation, velocity, acceleration, velocity potential function, stream function, equipotential line, Vortex flow, ideal flow, potential flow, momentum equation, free liquid jets, orifices, mouthpieces, notches, weirs, viscous flow, turbulent flow, Reynolds experiment, dimensional homogeneity, model analysis, dimensionless numbers, Boundary layer flow, compressible flow, Mach number, Jet propulsion, hydraulic machines, turbines, Pelton wheel, Radial flow reaction turbines, Francis turbine, axial flow reaction turbine, Draft tube, specific speed, unit quantities, centrifugal pumps, cavitation, maximum suction lift, net positive suction head, reciprocating pumps, air vessels, fluid system, hydraulic press, hydraulic accumulator, hydraulic intensifier, hydraulic ram, hydraulic lift, hydraulic crane, hydraulic coupling, hydraulic torque converter, air lift pump, gear-wheel pump

Topics: human learning psychology, learning, human learning, Transfer of Learning, learning theories, memory, remembering forgetting, Reinforcement, Punishment, motivation, Theories of Motivation, motivation theories, Effective Learning Strategies, Effective Study, Effective Study techniques, Study Habits, Study Habits problems, learning psychology

Topics: Industrial Education, industrial Training, industrial Development, Nigerian Labour Force, Training Methods, training, courses, conference, training programs

Topics: adulthood learning, adult learning, learning environments, adult learners, adult learning theory, adult learning models, Knowles's Andragogy, self-directed learning, transformational learning, experience, learning, learning, knowing, critical theory, traditional learning, theories, adult development, cognitive development, intelligence, aging, memory, cognition, brain

Topics: fiber stress, stress-strain curve of concrete, creep, shrinkage, nonprestressing reinforcement, ACI Maximum permissible stress, AASHTO maximum permissible stress, circular prestressing, elastic shortening of concrete, steel stress relaxation, creep loss, shrinkage loss, anchorage-seating loss, service-load design, composite beam, ultimate-strength flexural design, shear strength, torsional strength, web-shear reinforcement, dowel reinforcement, torsional behavior, indeterminate frame, indeterminate portal, camber, deflection, crack control, prestressed compression, tension member, LRFD, seismic shear

Topics: radial nerve injury, Radial Groove, Axilla, median nerve, Lesions of the Median Nerve, Carpal Tunnel Syndrome