Artificial intelligence lecture note by COS454 PDF free download

Topics: Expert Systems, Building Expert Systems, Expert System Specification, Expert System tools, Expert System Architecture, Expert System Development Processes, Knowledge Representation, Reasoning inRule Based Systems, Theory of Rule Based Systems, Rule based systems, Forward Chaining

Topics: algorithm design, algorithm analysis, Algorithm Efficiency, Algorithm Efficiency analysis, Brute Force, Exhaustive Search, Decrease-and-Conquer, Divide-and-Conquer, Transform-and-Conquer, Space and Time Trade-Offs, Dynamic Programming, Greedy Technique, Iterative Improvement, Algorithm Power, Algorithmic Problem Solving, Nonrecursive Algorithms mathematical analysis, recursive Algorithms mathematical analysis, Selection Sort, Bubble Sort, Sequential Search, Brute-Force String Matching, Closest-Pair Problems, Convex-Hull Problems, depth-First Search, Breadth-First Search, Insertion Sort, Topological Sorting, Variable-Size-Decrease Algorithms, Decrease-by-a-Constant-Factor Algorithms, binary search, Mergesort, quicksort, Binary Tree Traversals, Strassen’s Matrix Multiplication, Gaussian Elimination, presorting, Balanced Search Trees, Heaps, Heapsort, Horner’s Rule, Binary Exponentiation, Problem Reduction, B-Trees, hashing, Knapsack Problem, Optimal Binary Search Trees, Warshall’s Algorithm, Floyd’s Algorithm, Prim’s Algorithm, Kruskal’s Algorithm, Dijkstra’s Algorithm, Huffman Trees, huffman Codes, Simplex Method, Maximum-Flow Problem, Stable Marriage Problem, Lower-Bound Arguments, Decision Trees, Numerical Algorithms, Backtracking, Approximation Algorithms

Topics: Algorithm Design, Algorithm Analysis, Algorithm, Problem Solving Techniques, Recursion, Recursive Fibonacci Series, Sorting Techniques, Sorting Techniques, Searching Techniques, Linear Search, Sequential Search, Runtime Analysis, Big ‘O’ Notation, O-Notation, Insertion Sort, Divide and Conquer Algorithm, Merge Sort Algorithm, Quicksort Algorithm, Partitioning, Recursion-Tree Method, Master Theorem, Master method

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: 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: Knowledge Management, Knowledge Management Processes, Knowledge Management Models, Knowledge Capture, knowledge Codification, Knowledge Sharing, finding knowledge, organizational culture, Knowledge Management Tools, Knowledge Management Strategy, Knowledge Management Planning, Evaluating Knowledge Management, Organizational Learning, Organizational Memory, Knowledge Continuity Management, Knowledge Management Team, Knowledge Management Resources

Topics: neural networks, machine learning, training deep neural networks, ensemble methods, radial basis function networks, Restricted Boltzmann Machines, hopfield networks, recurrent neural networks, deep reinforcement learning

Topics: Operations Research, Operations Research models, linear programming, two-variable linear programming model, modelling, simplex method, sensitivity analysis, artificial starting solution, duality, post-optimal analysis, primal-dual relationships, simplex algorithms, transportation model, assignment mode, network mode, shortest-route problem, Minimal spanning tree algorithm, maximal flow model, critical path model, revised simplex method, revised algorithm, bounded-variables algorithm, parametric linear programming, goal programming, goal programming formulation, goal programming algorithm, integer linear programming, Heuristic programming, greedy heuristic, local search heuristic, metaheuristic, constriant programming, traveling salesperson problem, deterministic dynamic programming, dynamic programming, inventory modelling, probability, probability distribution, decision analysis, games, game theory, probabilistic inventory models, Markov chains, queuing systems, simulation modeling, classical optimization theory, Nonlinear programming algorithms

Topics: algorithm design, algorithm analysis, Algorithm Efficiency, Algorithm Efficiency analysis, Brute Force, Exhaustive Search, Decrease-and-Conquer, Divide-and-Conquer, Transform-and-Conquer, Space and Time Trade-Offs, Dynamic Programming, Greedy Technique, Iterative Improvement, Algorithm Power

Topics: Knowledge Management, knowledge, data, Information Management, Organizational Knowledge, Organizational Memory, Knowledge Repositories, Organizational Learning, Organizational Culture, Building Knowledge Management Frameworks, Knowledge Management Frameworks model, Knowledge Management Processes, knowledge sharing, Managing Knowledge Reuse, Knowledge Creation, Knowledge Management Strategy

Topics: Cybersecurity, computers, network, computer networks, internet, internet protocols, internet infrastructure, cyberattacks, denial of service, distributed denial of service, man-in-the-middle attacks, cryptojacking, SQL injection, spamming, cyberterrorism, digital property misappropriation, zero-day exploitation, phishing, digital vandalism, cyberstalking, cyber frauds, cyber forgery, Equifax data theft, VPNfilter cyberattack, Wannacry ransom attack, peta cyberattack, US Election manipulation, power grid hacking, shadow network attack, GitHub DDos attack, under armor account hacking, computer malware, virus, trojan horse, rootkit, spyware, worms, adware, scareware, browser hijacker, computer firewall, antivirus software, anti-spyware software, anti-spam software, security updates, social engineering attack, password management, intrusion detection systems, multi-factor authentication, secure sockets layer, virtual private network, wireless network security, LAN vulnerabilities, secure online shopping, internet browsing, secure electronic transactions, web fraud detection systems, mobile security, mobile application management, cybersecurity standards, information security forum standards, payment card industry data security standard

Topics: Epistemology, History of Epistemology, Trends in Epistemology, Human Existence, knowledge, Conditions of Knowledge, Knowledge Situation, Types of Knowledge, Sources of Knowledge, Problems of Knowledge, Epistemological Theories, Rationalism, Empiricism, Constructivism, Pragmatism, Major theories of Truth, Notion of Truth, Types of Truth, Skepticism, beliefs, Arguments for skepticism, Arguments against Skepticism, Value of Skepticism, psychology, metaphysics, logic, Evolutionary Epistemology, Genetic Epistemology, Feminist Epistemology, Humanizing Epistemology, Social Epistemology, Naturalizing Epistemology, Integrative Epistemology, Empirical knowledge, Rational knowledge, Intuitive knowledge, Revealed knowledge, Authoritative knowledge, Perception, Memory, Abstraction

Topics: digital image processing, Continuous Image Mathematical Characterization, Continuous Image Characterization, light perception, eye physiology, visual phenomena, monochrome vision model, Photometry, Colorimetry, color matching, color spaces, image sampling, image reconstruction, Monochrome Image Sampling Systems, Monochrome Image Reconstruction Systems, Color Image Sampling Systems, image measurement, Discrete Image Mathematical Characterization, Vector-Space Image Representation, Generalized Two-Dimensional Linear Operator, Image Statistical Characterization, Image Probability Density Models, Linear Operator Statistical Representation, Finite-Area Superposition, Finite-Area Convolution, Sampled Image Superposition, Sampled Image Convolution, Circulant Superposition, circulant Convolution, General Unitary Transforms, Fourier transform, cosine transform, sine transform, Hartley transform, Hadamard Transforms, Haar Transforms, Daubechies Transforms, Karhunen–Loeve Transform, wavelet transforms, Linear Processing Techniques, Transform Domain Processing, Transform Domain Superposition, Fast Fourier Transform Convolution, Fourier Transform Filtering, image improvement, Image Enhancement, Contrast Manipulation, Histogram Modification, noise cleaning, Edge Crispening, Color Image Enhancement, Multispectral Image Enhancement, image restoration, image restoration models, Continuous Image Spatial Filtering Restoration, Pseudoinverse Spatial Image Restoration, Statistical Estimation Spatial Image Restoration, Multi-Plane Image Restoration, Geometrical Image Modification, Morphological Image Processing, binary image, Edge Detection, Image Feature Extraction, Image Segmentation, shape analysis, Image Detection, image Registration, Point Processing Image Compression, image compression, video compression, Spatial Processing Image Compression

Topics: neural plate, neural groove, neural tube

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: algorithm, program, algorithm analysis, Basic flowchart shapes, algorithm structure, application software, Microsoft access

Topics: Digital Communication, Communication Error Correction, Information Compression Error, Information Compression, Data Compression, data Coding, Huffman Coding Algorithm, Error Correction, Linear Block Codes, noise, convolutional coding, Viterbi decoding of convolutional codes, Systematic Code, Convolution Codes, Hamming Codes, Convolutional Codes, Convolutional Code Construction, Parity Equations, Shift-Register View, State-Machine View, Decoding Problem, Viterbi Decoder, Soft-Decision Decoding, Signal to Noise Ratio, linear Time-Invariant Systems, Baseband Signal, Modulation, Demodulation, Baseband Channel, Linear Time-Invariant Models, Baseband Channel Model, Signal Spectra, Discrete-Time Fourier Transform, Fourier Transform, Discrete-Time Fourier Series, Fourier Series, Channel Distortions, Binary Phase Shift Keying, Quadrature Phase Shift Keying, Quadrature Amplitude Modulation, Media Access Protocols, Shared Media Satellite communications, Satellite communications, Time Division Multiple Access, ALOHA, Carrier Sense Multiple Access, Circuit Switching, Packet Switching, Little’s Law, Network Routing, Routing, Broadcast routing, Routing Protocol, Reliable Data Transport Protocols

Topics: Database management system, database model

Topics: communication, interpersonal communication, symbolic interactionism, coordinated management of meaning, expectancy violations theory, relationship development, social penetration theory, uncertainty, reduction theory, social information processing theory, relationship maintenance, relational dialectics theory, communication privacy management theory, media multiplexity theory, social judgement theory, cognitive dissonance theory, group communication, public communication, group decision making, symbolic convergence theory, organizational communication, dramatism, narrative paradigm, mass communication, media, culture, media ecology, semiotics, cultural studies, media effects, cultivation theory, agenda-setting theory, genderlect styles, muted group theory, intercultural communication, communication accommodation theory, face-negotiation theory, co-cultural theory, integration

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