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Calculus : Early Transcendentals Single Variable.

Anton, Howard, 1991.

Anton, Bivens & Davis latest issue of Calculus Early Transcendentals Single Variable continues to build upon previous editions to fulfill the needs of a changing market by providing flexible solutions to teaching and learning needs of all kinds. 0. Before Calculus 1. Limits And Continuity 2. The Derivative 3. Topics In Differentiation 4. The Derivative In Graphing And Applications 5. Integration 6. Applications Of The Definite Integral In Geometry, Science,And Engineering 7. Principles Of Integral Evaluation 8. Infinite Series 9. Mathematical Modeling With Differential Equations 10. Parametric And Polar Curves; Conic Sections . Calculus: Early Transcendentals, 10th Edition continues to evolve to fulfill the needs of a changing market by providing flexible solutions to teaching and learning needs of all kinds. Calculus: Early Transcendentals, 10th Edition excels in increasing student comprehension and conceptual understanding of the mathematics. The new edition retains the strengths of earlier editions: e.g., Anton's trademark clarity of exposition; sound mathematics; excellent exercises and examples; and appropriate level, while incorporating more skill and drill problems within WileyPLUS. The seamless integration of Howard Anton's Calculus: Early Transcendentals, 10th Edition with WileyPLUS, a research-based, online environment for effective teaching and learning, continues Anton's vision of building student confidence in mathematics because it takes the guesswork out of studying by providing them with a clear roadmap: what to do, how to do it, and whether they did it right.

Date Published:2012

Analytics across the enterprise : How IBM realizes business value from big data and analytics

Dietrich, Brenda L.

Date Published:2015

Digital fundamentals

Floyd, Thomas L.

Introductory Digital Concepts -- Number Systems, Operations, and Codes -- Logic Gates -- Boolean Algebra and Logic Simplification -- Combinational Logic-- Functions of Combinational Logic -- Combinational Logic Programming with ABEL -- Flip-Flops and Related Devices-- Counters-- Shift Registers-- Sequential Logic Programming with ABEL -- Memory and Storage -- Introduction to Microprocessors, Computers and Buses -- Introduction to Digital Signal Processing -- Integrated Circuit Technologies. For mid-level courses in Digital Electronics, Digital Logic, Computer Fundamentals, and Digital Fundamentals.Reflecting combined experience in the engineering industry and in the classroom, this bestseller provides thorough, up-to-date coverage of digital fundamentals--from basic concepts to microprocessors, programmable logic, and digital signal processing. Floyd's acclaimed emphasis on applications using real devices and on troubleshooting gives students the problem-solving experience they'll need in their professional careers. Known for its clear, accurate explanations of theory supported by superior exercises and examples, this book's full-color format is packed with the visual aids today's students need to grasp often complex concepts.

Date Published:2003

Aab e Hayat

Umera Ahmed

Aab-e-Hayat Urdu novel is considered the sequel of famous Urdu novel Peer-e-Kamil which went viral because of its distinguished topic. Later on the Peer-e-Kamil Novel was also translated into English language with the same name Peer-e-Kamil in English. Aab-e-Hayat is the second part of Peer-e-Kamil. This is an Urdu novel and another masterpiece of Umera Ahmed. Umera Ahmed has rocked once again by authoring this beautiful Urdu novel Aab-e-Hayat. Aab-e-Hayat is the Arabic term which indicates to Water of Life.

Date Published:2017

Digital design

Mano, M. Morris.

Low Price. CD's Operating System: Microsoft Windows 95/98/NT, HP-UX 11, and Solaris 2.6/7.0/8.0. CD Contents: 1. Acrobat Reader 2. Art 3. CodesFilesForSolutions 4. Dongle 5. Literature 6. Manuals 7. SynaptiCAD 8. Tutorials 9. Unix Versions 10. Web Info 11. Readme.

Date Published:2008

Textbook of mathematics 4 : based on single national curriculum 2020

Manzoor, Sadia,

This book is used for as a textbook for class 4 in Mathematics Subject. 1. Whole Numbers-- 2. Addition and subtraction-- 3. Multiplication and division-- 4. Factors and multiples. It is widely accepted that the curriculum plays a pivotal role in nation building. It reflects a nation's aspirations for its future generations of citizens and delineates the ambit of knowledge, skills, behaviors and attitudes that students must assimilate over the period of schooling. It is for this reason that the present government has declared implementation of a Single National Curriculum (SNC), a key priority. In pursuit of this overarching objective, the government has already developed the Single National Curriculum for grade pre 1-5 under a consultative approach with the engagement of experts from all provinces, areas and other relevant stakeholders. The SNC embodies the government's will to provide a level playing field to all students studying in the various educational institutes in Pakistan. In order to ensure implementation of SNC, in its true spirit, model textbooks have been developed in collaboration with experts from provinces and areas, teachers of federal and private educational institutes, faculty members of prominent universities, researchers, curriculum developers, teacher training and assessment professionals. In the same spirit, education experts from all over the country came together to participate in the review and refinement of the model textbooks to ensure that they are aligned with the SNC, international trends and the contextual socio-cultural value system.

Date Published:2021

Gray scale video colorization

Saleem, Fahad [12L-4118], 27-02-2018.

1. Introduction 1.1 Requirement and design 1.2 Functional requirements 1.3 Colorization through sribbles 2. Literature Review 2.1 Design of colorization algorithms 2.2 Implementation and test cases 3. Research Methodology 3.1 Experimentation results and analysis 3.2 Source image 3.3 Resultant image 4. Conclusion. One of the areas in video formatting that is gaining lot of attention is video colorization. Essentially video colorization is process of coloring a gray-scale video.

Date Published:2016

Data structures & algorithm analysis in C+

Weiss, Mark Allen

In this second edition of his successful book, experienced teacher and author Mark Allen Weiss continues to refine and enhance his innovative approach to algorithms and data structures. Written for the advanced data structures course, this text highlights theoretical topics like abstract data types and the efficiency of algorithms, as well as performance and running time. This edition also includes a new chapter on advanced data structures and material on the Standard Template Library that conforms to the new standard. In addition, all code has been updated and tested on multiple platforms and conforms to the ANSI ISO Final Draft standard. Before covering algorithms and data structures, the author provides a brief introduction to C++ for programmers unfamiliar with the language. All of the source code will be available over the Internet. Dr. Weiss also distinguishes the book with his clear, friendly writing style, logical organization of topics, and extensive use of figures and examples that show the successive stages of an algorithm. Features and Benefits All code has been updated and tested on multiple platforms and conforms to the ANSI standard. Provides chapter on advanced structures and their implementation covering red black trees, top down splay trees, treaps, k-d trees, pairing heaps, and more. Includes a chapter on algorithm and design techniques that covers greedy algorithms, divide and conquer algorithms, dynamic programming, randomized algorithms, and backtracking.

Date Published:1999

Engineering communication

Knisely, Charles W.,

Why do engineers need to communicate? -- Finding information and citing sources -- Reading technical reports -- Step-by-step preparation of a laboratory report with sample report -- Revising reports and reviewing grammar -- Engineering toolbox and visual elements -- Professional correspondence -- Proposals, collaborative writing, and progress reports -- Specifications, contracts, and intellectual property -- Overview reports -- Oral presentations and running meetings -- Poster presentations. Use Truncation Symbols for Multiple Word Endings -- Search the Exact Phrase -- Use the Same Keywords in a Different Database or Search Engine -- Evaluating Search Results -- Finding Related Articles -- Obtaining Full-text Articles -- Common Engineering Citation Formats -- The Citation-Sequence System -- The Name-Year System -- Personal Communication -- End Reference Format -- Format for a Journal Article -- Unpublished Laboratory Exercise -- Sources from the Internet and the World Wide Web -- Managing References and Citations -- RefWorks -- Plagiarism -- Information That Does Not Have to Be Acknowledged -- Information That Has to Be Acknowledged -- Paraphrasing the Source Text -- Reputation -- Summary -- Exercises -- References -- Resources-Evaluating Web Pages -- ch. 3 Reading Technical Reports -- Acquiring Knowledge---A Lifelong Endeavor -- Technical Report Structure -- Examples of Technical Document Structure -- Elements of Technical Reports -- Contents note continued: Title -- List of Authors -- Ancillary Front Matter -- Abstract (or Executive Summary) -- Section Headings -- Introduction -- Theoretical Analysis (if any) -- Apparatus and Procedures -- Results -- Discussion and Conclusions -- Acknowledgments -- References -- Appendices (if needed) -- Merits of the Technical Report Format -- Strategies for Reading Technical Literature -- Determine the Topic -- Acquire Background Information on the Topic -- Read the Introduction -- Skim the Discussion and Conclusion Sections -- Read the Results Section Selectively -- Re-read the Discussion Section -- Skim the Apparatus and Procedures Section -- Read the Report Several Times -- Strategies for Reading Textbooks -- Study Groups -- Model Papers -- Summary -- Exercises -- References -- pt. TWO PREPARING TECHNICAL REPORTS -- ch. 4 Step-By-Step Preparation of a Laboratory Report With Sample Report -- Timetable -- Format Your Report Correctly -- Computer Savvy -- Contents note continued: Getting Started -- Re-read the Laboratory Instructions -- Audience and Tone -- Start with the Apparatus and Procedures Section -- Tense -- Voice -- Level of Detail -- Write the Theory Section -- Equations -- Prepare the Results Section Next -- Visual Elements -- Text -- Making Connections -- Write the Discussion -- Write the Introduction -- Write the Conclusions -- Effective Advertising---Selling Your Work -- Write the Abstract -- Compose the Title -- Review and Revise the Conclusions -- Reference and Citation Format -- Plagiarism -- Citation Systems -- Engineering Lab Report Checklist -- Sample Lab Report -- Summary -- Exercises -- References -- ch. 5 Revising Reports and Reviewing Grammar -- Getting Ready to Revise -- Take a Break -- Slow Down and Concentrate -- Think of Your Audience -- Assess Readability -- Editing -- Overall Structure -- Calculations -- Section Content -- Paragraph Structure -- Sentence Style -- Word Choice -- Figures and Tables -- Contents note continued: Proofreading: The Home Stretch -- Grammatically Correct Sentences -- Spelling -- Punctuation -- Standard Notation and Units -- Numbers -- Format -- Final Check -- Get Feedback -- Tips for Being a Good Peer Reviewer -- Have an Informal Discussion with Your Peer Reviewer -- Summary -- Exercises -- References -- ch. 6 Engineering Toolbox and Visual Elements -- Symbols and Conventions -- Basic Nomenclature -- Greek Letters -- Units and Dimensions -- Significant Figures -- Visual Elements -- Equations -- Tables -- Figures -- x-y Graphs -- Bar Graphs -- Pie Graphs -- Area Graphs -- Formatting Graphs---Details -- Axes and Scales -- Gridlines -- Symbols and Legends -- Landscape versus Portrait Orientation -- Titles, Captions, Labels, and Margins -- Organizing Your Data -- A Little Math: Graphs of Standard Functions -- Rectangular Coordinates (or Cartesian Coordinates) -- Logarithmic Coordinates -- Semi-Logarithmic Coordinates -- Applying Graphical Analysis -- Contents note continued: Drawing Schematics, Diagrams, Sketches, and Illustrations -- Processing Images -- Summary -- Exercises -- References -- pt. THREE OTHER TYPES OF PROFESSIONAL WRITING -- ch. 7 Professional Correspondence -- Memos -- Header -- Summary Paragraph -- Supporting Paragraphs -- Conclusions -- Business Email -- Components of Business Emails -- Email Etiquette -- Letters -- Business Letters -- Types of Business Letters -- Personal Letters -- Resumes -- What Does Not Belong in a Resume? -- What Does Belong in a Resume? -- International Employment Applications -- Summary -- Exercises -- References -- ch. 8 Proposals, Collaborative Writing, and Progress Reports -- Proposals -- Purpose of a Proposal -- Style of a Proposal -- Preparing to Write -- Components of a Full Proposal -- Submission -- Short Proposal Formats -- Additional Proposal Preparation Resources -- Annotated Sample Student Proposal -- Collaborative Writing -- Research and Information Gathering -- Contents note continued: Selection of Software -- Document Format -- Writing Style -- Schedule and Deadlines -- Revision -- Individual Responsibilities -- Progress Reports -- Annotated Senior Design Project Progress Report -- Summary -- Exercises -- References -- ch. 9 Specifications, Contracts, and Intellectual Property -- Engineering Specifications -- Types of Specifications -- Product Technical Specifications -- New Product Development -- Electronic Product Development, Specifications, and Requirements -- Software Development and Specifications -- Building Construction Specifications -- Process Specifications -- Procurement Specifications -- Word Use in Engineering Specifications -- Six Characteristics of Good Specifications -- Clearly Written -- Coherent and Well Organized -- Complete -- Concise -- Consistent -- Correct -- Specification Checklist -- Contracts -- Intellectual Property---Patents, Trademarks, and Copyrights -- Patents -- What Can and Cannot Be Patented? -- Contents note continued: How to Prepare a Patent Application -- Copyrights -- Trademarks -- Benefits of Federal Registration of a Trademark -- Registration Process -- Summary -- Acknowledgments -- Exercises -- References -- ch. 10 Overview Reports -- Review Articles -- Audience -- References for a Literature Review -- Reading Log -- Analysis and Synthesis -- Model Review Papers -- Writing the Review Article -- Sample Review Article -- Site Visits -- Purpose of a Site Visit -- Preparation before the Visit -- Writing the Site Visit Report -- Sample Annotated Site Visit Report -- White Papers -- What Is a White Paper? -- How to Write a White Paper -- Final Thoughts on White Papers -- Sample White Paper -- Professional Trade Journal Articles -- Summary -- Exercises -- References -- pt. FOUR ORAL PRESENTATIONS AND POSTER PREPARATION -- ch. 11 Oral Presentations and Running Meetings -- Oral Presentations -- Organization -- Preparation of a Presentation -- Group Presentations -- Contents note continued: Fielding Listener Questions -- Feedback -- Evaluation Forms for Oral Presentations -- Online Supplements -- Additional Resources for Preparing Presentations -- Running a Meeting -- Robert's Rules -- Characteristics of Effective Meetings -- Summary -- Exercises -- References -- ch. 12 Poster Presentations -- Why Are Posters Used? -- Poster Format -- Layout -- Appearance -- Font (Type Size and Appearance) -- Mounting Options -- Making a Poster in Microsoft PowerPoint 2010 -- Page Setup -- Adding Text, Images, and Graphs -- Aligning Objects -- Proofread Your Work -- Final Printing -- Poster Content -- Title Banner -- Introduction -- Apparatus and Procedures -- Results -- Discussion or Conclusions -- Literature Citations -- Acknowledgments -- White Space -- Presenting Your Poster -- Evaluation Form for Poster Presentations -- Sample Posters -- Summary -- Exercises -- References -- Appendix I Word Processing in Microsoft Word 2010 -- Introduction -- Contents note continued: Increasing Your Word Processing Efficiency -- Navigation -- Navigation Pane -- Text Selection -- Commands in Word 2010 -- Unfurling the Ribbon -- The File Tab -- The Home Tab -- The Insert Tab -- The Page Layout Tab -- The References Tab -- The Review Tab -- The View Tab -- Proofreading Your Documents -- Spelling and Grammar -- Format -- Document Inspector -- Finally, Print a Hard Copy -- Housekeeping -- Organizing Your Files in Folders -- Accessing Files and Folders Quickly -- Naming Your Files -- Saving Your Documents -- Backing Up Your Files -- Working with Previous Versions of MS Word -- References -- Appendix II Making Graphs in Microsoft Excel 2010 and Excel for Mac 2011 -- Introduction -- Handling Computer Files -- Accessing Commands in Excel -- Formulas in Excel -- Writing Formulas -- Unfurling the Ribbon -- The File Tab -- The Home Tab -- The Insert Tab -- The Page Layout Tab -- The View Tab -- More Tabs Below -- Excel Terminology -- Contents note continued: Goodbye Chart Wizard, Hello Insert Charts -- Plotting x-y Graphs (Scatter Charts) -- Adding Data after Completing Graph -- Multiple Data Sets on an x-y Graph -- Trendline Applications -- Plotting Bar Graphs -- Column Charts -- Clustered Column Charts -- Stacked Column Charts -- Bar Charts -- Pie Graphs -- Entering Data in Worksheet -- Creating the Pie Chart -- Error Bars and Variability -- Adding Error Bars about the Means -- Data Analysis with Error Bars -- References -- Appendix III Preparing Oral Presentations with Microsoft PowerPoint 2010 -- Introduction -- Autocorrect -- Customize the Ribbon -- Handling Computer Files -- Commands in PowerPoint 2010 -- Designs for New Presentations -- Views for Organizing and Writing Your Presentation -- Slide Layouts -- Title Slide -- Adding Slides -- Basic Layouts -- Custom Layouts -- Deleting Slides -- The Last Slide -- Navigating Among Slides in Normal View -- Formatting Text -- Sample Presentation -- Visuals -- Contents note continued: Tables -- Pictures -- Line Drawings -- SmartArt Graphics -- Graphs (Charts) -- Hyperlinks -- Multimedia Files -- Saving and Printing Presentations -- Revising and Polishing Presentations -- Moving Slides -- Adding and Deleting Slides -- Copying Slides -- Spell Check -- Applying a Theme -- Animations and Slide Transitions -- Tweaking Slide, Handout, and Notes Masters -- Text, Bullets, and Illustrations -- Headers and Footers -- Handouts and Notes Pages -- Delivering Presentations -- Resources in the Presentation Room -- Navigating among Slides during a Slide Show. A practical how-to book, ENGINEERING COMMUNICATION is more than a guidebook for creating clear, accurate and engaging communication -- it is a complete teaching tool that includes the use of technology to produce dynamic written, oral, and visual communication. There are numerous complete examples, many taken directly from either student or business samples. It also asks students to critically examine the goals and methods of engineering communication. Written with step-by-step instruction on how to create both written and oral communication, the pedagogy includes end-of-chapter exercises to give the students opportunity to use what they have learned, and for the instructor to assess student mastery.

Date Published:2015

Aerocompliance AI : a hybrid retrieval-augmented generation system for aviatio analyticsn regulatory compilanace and maintenance certificate

Khalid, Ayesha [24L-7373]

Submitted in fulfillment of the requirements of the degree of Master of Business Analytics from the department of Management sciences. Table of Contents Abstract Acknowledgements Table of Contents. List of Tables List of Figures. List of Acronyms Chapter 1: Introduction. 1.1 Background and Context. 1.2 Problem Statement 1.3 Research Questions 1.4 Research Objectives. 1.5 Research Gap 1.6 Contributions. 1.7 Scope of the Study 1.8 Structure of the Thesis Chapter 2: Literature Review. 2.1 ICU Mortality Prediction 2.2 Explainable Artificial Intelligence in Healthcare.. 2.3Multi Criteria Decision Making in Healthcare 2.4 Objective Weighting Methods 2.5 The MADRID Methodology. 2.6 Research Gap Synthesis. Chapter 3: Methodology 3.1 Research Design.. 3.2 Data Description 3.2.1 Data Source 3.2.2 Population and Sampling 3.2.3 Dataset Characteristics. 3.3 Data Preprocessing. 3.3.1 Missing Value Analysis 3.3.2 Error Correction 3.3.3 Imputation Strategy. 3.3.4 Feature Engineering 3.3.5 Final Dataset 3.4 ML Modeling. 3.5 5.2.1 Theoretical Implications 5.2.2 Practical Implications. 5.3 Conclusion 5.4 Limitations 5.5 Recommendations for Future Research References Appendix. SHAP Explainability. 3.6 Entropy Weighting. 3.7 Hybrid Weighting 3.8 MADRID Ranking. Abstract This research focuses on Aviation regulatory compliance as it is among the most complex and safety-sensitive processes in the world's transportation industry, Maintenance, Repair, and Overhaul (MRO) operators are mandated to keep records of all components serviced. Mostly records are kept in unstructured way. At the same time, the widespread use of Large Language Models (LLMs) in this aspect of industry has its own subjects. Standalone Al systems are giving factually incorrect answers with high confidence, referred to as hallucination, which can reach rates of up to 40%. Hallucinations in safety critical tasks, like aviation could consequently result in catastrophic circumstances. This report describes a working prototype called AeroCompliance Al which solves both problems using a seven-stage Hybrid Retrieval-Augmented Generation (RAG) pipeline. Prototype is developed and validated with actual industry data taken from UK Aerospace Ltd and 18 regulatory documents from the Federal Aviation Administration (FAA), European Union Aviation Safety Agency (EASA) and the International Civil Aviation Organization (ICAO). The experimental results show that the Hybrid RAG system outscores ungrounded LLM answ with an average grounding score of 91/100 in the ten standardized compliance questions. The time to review the certificates is improved by 90%, The results demonstrate empirically the viability of automated, grounded compliance intelligence in MRO operations and provide approach to combining the operational certificate data with the validated regulatory knowl into a unified Al architecture. Keywords: Hybrid RAG, aviation compliance, MRO, OCR, hallucination, FAISS, BM LLM-as-Judge, Form 8130-3, EASA, FAA.

Date Published:2026

C++ : how to program

Deitel, Paul J.

1. Introduction to computer and C++ 2. Introduction to C++ programming input/output and operators 3. Introduction to classes object and strings 4. Control statements part 1 assignment ++ and operators 5. Control statements part 2 logical operators 6. Functions and introduction to recursion 7. Class templates array and vector 8. Pointers 9. Classes: A deep look; throwing 10. Operator overloading class string 11. Object-Oriented programming inheritance 12. Object-oriented programming polymorphic 13. Stream input/output a deeper look 14. File processing 15. Standard library containers iterators 16. Standard library algorithms 17. Exception handing: A deeper look 18. Introduction to custom templates 19. Custom empathized data structures 20. Searching and sorting 21. Class string and string stream processing : A deeper look 22. Bits, characters C strings and structs 23. Other topics . This bestseller on c++ provides a clear, simple, engaging and entertaining introduction to c++11 programming with hundreds of fully coded programs. Features of bookrich coverage of fundamentals. A clear, exampledriven presentation of objects, classes, inheritance and polymorphism. Conforms to the new c++11 standards. Standard library containers, iterators and algorithms. Adheres to key cert secure c++ coding guidelines. Code tested on key free compilers: gnu g++, microsoft visual c++ and apple llvm. Gnu gdb, visual c++ and xcode debugging. Making a difference exercises set. Exception handling, strings, files, data structures. Extensive realworld 00 case studies, including the optional design atm case study. Table of contentsintroduction to computers and c++introduction to c++ programming, input/output and operatorsintroduction to classes, objects and stringscontrol statements: part 1: assignment, ++ and operatorscontrol statements: part 2, logical operatorsfunctions and an introduction to recursionclass templates array and vector, catching exceptionspointersclasses: a deeper look, throwing exceptionsoperator overloading, class stringobjectoriented programming: inheritance objectoriented programming: polymorphismstream input/output: a deeper lookfile processingstandard library containers and iteratorsstandard library algorithmsexception handling: a deeper lookintroduction to custom templatescustom templatized data structures searching and sortingclass string and string stream processing: a deeper lookbits, characters, c strings and structsother topics.

Date Published:2016

Fundamentals of Database Systems

Elmasri, Ramez,

Part 1: Introduction to databases. 1. Databases and Database Users – 2. Database System Concepts and Architecture – Part 2: Conceptual data modeling and database design. 3. Data Modeling Using the Entity-Relationship (ER) Model – 4. The Enhanced Entity-Relationship (EER) Model – Part 3: The Relational data model and SQL. 5. The Relational Data Model and Relational Database Constraints – 6. Basic SQL – 7. More SQL: Complex Queries, Triggers, Views, and Schema Modification – 8. The Relational Algebra and Relational Calculus – 9. Relational Database Design by ER- and EER-to-Relational Mapping – Part 4: Database programming techniques. 10. Introduction to SQL Programming Techniques – 11. Web Database Programming Using PHP – Part 5: Object, Object-relational, and XML: Concepts, Models, Languages, and standards. 12. Object and Object-Relational Databases – 13. XML: Extensible Markup Language – Part 6: Database design theory and normalization 14. Basics of Functional Dependencies and Normalization for Relational Databases – 15. Relational Database Design Algorithms and Further Dependencies – Part 7: File Structures, hashing, indexing, and physical database design. 16. Disk Storage, Basic File Structures, Hashing, and Modern Storage Architectures – 17. Indexing Structures for Files and Physical Database Design – Part 8: Query Processing and optimization. 18. Strategies for Query Processing – 19. Query Optimization – Part 9: Transaction processing, concurrency control, and recovery. 20. Introduction to Transaction Processing Concepts and Theory – 21. Concurrency Control Techniques – 22. Database Recovery Techniques – Part 10: Distributed databases, NOSQL systems, and big data. 23. Distributed Database Concepts – 24. NOSQL Databases and Big Data Storage Systems – 25. Big Data Technologies Based on MapReduce and Hadoop – Part 11: Advanced database models, systems, and applications. 26. Enhanced Data Models: Introduction to Active, Temporal, Spatial, Multimedia, and Deductive Databases – 27. Introduction to Information Retrieval and Web Search – 28. Data Mining Concepts – 29. Overview of Data Warehousing and OLAP – Part 12: Additional database topics: security. 30. Database Security – Appendix A, Alternative Diagrammatic Notations for ER Models -- Appendix B, Parameters of Discs -- Appendix C, Overview of the QBE Language -- Appendix D, Overview of the Hierarchical Data Models -- Appendix E, Overview of the Network Data Model. "This book introduces the fundamental concepts necessary for designing, using, and implementing database systems and database applications. Our presentation stresses the fundamentals of database modeling and design, the languages and models provided by the database management systems, and database system implementation techniques"--Page vii.

Date Published:2017

Analyzing computer security : a threat/vulnerability/countermeasure approach

Pfleeger, Charles P., 1948-

Foreword xxiii Preface xxvii About the Authors xxxv Chapter 1: Security Blanket or Security Theater? 2 How Dependent Are We on Computers? 6 What Is Computer Security? 8 Threats 11 Harm 24 Vulnerabilities 30 Controls 30 Analyzing Security With Examples 33 Conclusion 34 Exercises 35 Chapter 2: Knock, Knock. Who’s There? 38 Attack: Impersonation 39 Attack Details: Failed Authentication 40 Vulnerability: Faulty or Incomplete Authentication 41 Countermeasure: Strong Authentication 47 Conclusion 64 Recurring Thread: Privacy 67 Recurring Thread: Usability 69 Exercises 71 Chapter 3: 2 + 2 = 5 72 Attack: Program Flaw in Spacecraft Software 74 Threat: Program Flaw Leads to Security Failing 75 Vulnerability: Incomplete Mediation 77 Vulnerability: Race Condition 79 Vulnerability: Time-of-Check to Time-of-Use 82 Vulnerability: Undocumented Access Point 84 Ineffective Countermeasure: Penetrate-and-Patch 85 Countermeasure: Identifying and Classifying Faults 86 Countermeasure: Secure Software Design Elements 90 Countermeasure: Secure Software Development Process 97 Good Design 103 Countermeasure: Testing 114 Countermeasure: Defensive Programming 122 Conclusion 123 Recurring Thread: Legal—Redress for Software Failures 125 Exercises 128 Chapter 4: A Horse of a Different Color 130 Attack: Malicious Code 131 Threat: Malware—Virus, Trojan Horse, and Worm 132 Technical Details: Malicious Code 138 Vulnerability: Voluntary Introduction 155 Vulnerability: Unlimited Privilege 157 Vulnerability: Stealthy Behavior—Hard to Detect and Characterize 157 Countermeasure: Hygiene 158 Countermeasure: Detection Tools 159 Countermeasure: Error Detecting and Error Correcting Codes 166 Countermeasure: Memory Separation 170 Countermeasure: Basic Security Principles 171 Recurring Thread: Legal—Computer Crime 172 Conclusion 177 Exercises 178 Chapter 5: The Keys to the Kingdom 180 Attack: Keylogging 181 Threat: Illicit Data Access 182 Attack Details 182 Harm: Data and Reputation 186 Vulnerability: Physical Access 186 Vulnerability: Misplaced Trust 187 Vulnerability: Insiders 189 Vulnerability: System Subversion 191 Recurring Thread: Forensics—Tracing Data Flow 193 Vulnerability: Weak Authentication 194 Failed Countermeasure: Security through Obscurity 194 Countermeasure: Physical Access Control 196 Countermeasure: Strong Authentication 198 Countermeasure: Trust/Least Privilege 202 Conclusion 204 Recurring Thread: Forensics—Plug-and-Play Devices 205 Exercises 207 Interlude A: Cloud Computing 210 What Is Cloud Computing? 211 What Are the Risks in the Cloud? 213 Chapter 6: My Cup Runneth Over 216 Attack: What Did You Say That Number Was? 217 Harm: Destruction of Code and Data 218 Vulnerability: Off-by-One Error 230 Vulnerability: Integer Overflow 231 Vulnerability: Unterminated Null-Terminated String 232 Vulnerability: Parameter Length and Number 233 Vulnerability: Unsafe Utility Programs 234 Attack: Important Overflow Exploitation Examples 234 Countermeasure: Programmer Bounds Checking 244 Countermeasure: Programming Language Support 244 Countermeasure: Stack Protection/Tamper Detection 247 Countermeasure: Hardware Protection of Executable Space 249 Countermeasure: General Access Control 261 Conclusion 272 Exercises 274 Chapter 7: He Who Steals My Purse . . . 276 Attack: Veterans’ Administration Laptop Stolen 277 Threat: Loss of Data 278 Extended Threat: Disaster 278 Vulnerability: Physical Access 279 Vulnerability: Unprotected Availability of Data 279 Vulnerability: Unprotected Confidentiality of Data 279 Countermeasure: Policy 280 Countermeasure: Physical Security 280 Countermeasure: Data Redundancy (Backup) 282 Countermeasure: Encryption 286 Countermeasure: Disk Encryption 325 Conclusion 326 Exercises 329 Chapter 8: The Root of All Evil 332 Background: Operating System Structure 333 Attack: Phone Rootkit 337 Attack Details: What Is a Rootkit? 338 Vulnerability: Software Complexity 347 Vulnerability: Difficulty of Detection and Eradication 347 Countermeasure: Simplicity of Design 348 Countermeasure: Trusted Systems 353 Conclusion 364 Exercises 365 Chapter 9: Scanning the Horizon 368 Attack: Investigation, Intrusion, and Compromise 369 Threat: Port Scan 370 Attack Details 371 Harm: Knowledge and Exposure 374 Recurring Thread: Legal—Are Port Scans Legal? 375 Vulnerability: Revealing Too Much 376 Vulnerability: Allowing Internal Access 376 Countermeasure: System Architecture 377 Countermeasure: Firewall 378 Countermeasure: Network Address Translation (NAT) 397 Countermeasure: Security Perimeter 399 Conclusion 400 Exercises 402 Chapter 10: Do You Hear What I Hear? 404 Attack: Wireless (WiFi) Network Access 405 Harm: Confidentiality–Integrity–Availability 412 Attack: Unauthorized Access 414 Vulnerability: Protocol Weaknesses 414 Failed Countermeasure: WEP 418 Stronger but Not Perfect Countermeasure: WPA and WPA2 422 Conclusion 426 Recurring Thread: Privacy—Privacy-Preserving Design 427 Exercises 429 Chapter 11: I Hear You Loud and Clear 432 Attack: Enemies Watch Predator Video 433 Attack Details 434 Threat: Interception 437 Vulnerability: Wiretapping 441 Countermeasure: Encryption 448 Countermeasure: Virtual Private Networks 452 Countermeasure: Cryptographic Key Management Regime 456 Countermeasure: Asymmetric Cryptography 459 Countermeasure: Kerberos 464 Conclusion 468 Recurring Thread: Ethics—Monitoring Users 471 Exercises 472 Interlude B: Electronic Voting 474 What Is Electronic Voting? 475 What Is a Fair Election? 477 What Are the Critical Issues? 477 Chapter 12: Disregard That Man Behind the Curtain 482 Attack: Radar Sees Only Blue Skies 483 Threat: Man in the Middle 484 Threat: “In-the-Middle” Activity 487 Vulnerability: Unwarranted Trust 498 Vulnerability: Failed Identification and Authentication 499 Vulnerability: Unauthorized Access 501 Vulnerability: Inadequate Attention to Program Details 501 Vulnerability: Protocol Weakness 502 Countermeasure: Trust 503 Countermeasure: Identification and Authentication 503 Countermeasure: Cryptography 506 Related Attack: Covert Channel 508 Related Attack: Steganography 517 Conclusion 519 Exercises 520 Chapter 13: Not All Is as It Seems 524 Attacks: Forgeries 525 Threat: Integrity Failure 530 Attack Details 530 Vulnerability: Protocol Weaknesses 542 Vulnerability: Code Flaws 543 Vulnerability: Humans 543 Countermeasure: Digital Signature 545 Countermeasure: Secure Protocols 566 Countermeasure: Access Control 566 Countermeasure: User Education 568 Possible Countermeasure: Analysis 569 Non-Countermeasure: Software Goodness Checker 571 Conclusion 572 Exercises 574 Chapter 14: Play It [Again] Sam, or, Let’s Look at the Instant Replay 576 Attack: Cloned RFIDs 577 Threat: Replay Attacks 578 Vulnerability: Reuse of Session Data 580 Countermeasure: Unrepeatable Protocol 580 Countermeasure: Cryptography 583 Conclusion: Replay Attacks 584 Similar Attack: Session Hijack 584 Vulnerability: Electronic Impersonation 588 Vulnerability: Nonsecret Token 588 Countermeasure: Encryption 589 Countermeasure: IPsec 593 Countermeasure: Design 596 Conclusion 597 Exercises 598 Chapter 15: I Can’t Get No Satisfaction 600 Attack: Massive Estonian Web Failure 601 Threat: Denial of Service 602 Threat: Flooding 602 Threat: Blocked Access 603 Threat: Access Failure 604 Case: Beth Israel Deaconess Hospital Systems Down 605 Vulnerability: Insufficient Resources 606 Vulnerability: Addressee Cannot Be Found 611 Vulnerability: Exploitation of Known Vulnerability 613 Vulnerability: Physical Disconnection 613 Countermeasure: Network Monitoring and Administration 614 Countermeasure: Intrusion Detection and Prevention Systems 618 Countermeasure: Management 630 Conclusion: Denial of Service 633 Extended Attack: E Pluribus Contra Unum 635 Technical Details 638 Recurring Thread: Legal—DDoS Crime Does Not Pay 643 Vulnerability: Previously Described Attacks 643 Countermeasures: Preventing Bot Conscription 645 Countermeasures: Handling an Attack Under Way 647 Conclusion: Distributed Denial of Service 648 Exercises 649 Interlude C: Cyber Warfare 652 What Is Cyber Warfare? 653 Examples of Cyber Warfare 654 Critical Issues 656 Chapter 16: ’Twas Brillig, and the Slithy Toves . . . 662 Attack: Grade Inflation 663 Threat: Data Corruption 664 Countermeasure: Codes 667 Countermeasure: Protocols 668 Countermeasure: Procedures 669 Countermeasure: Cryptography 670 Conclusion 673 Exercises 674 Chapter 17: Peering through the Window 676 Attack: Sharing Too Much 677 Attack Details: Characteristics of Peer-to-Peer Networks 677 Threat: Inappropriate Data Disclosure 680 Threat: Introduction of Malicious Software 681 Threat: Exposure to Unauthorized Access 682 Vulnerability: User Failure to Employ Access Controls 683 Vulnerability: Unsafe User Interface 683 Vulnerability: Malicious Downloaded Software 684 Countermeasure: User Education 685 Countermeasure: Secure-by-Default Software 685 Countermeasure: Legal Action 686 Countermeasure: Outbound Firewall or Guard 688 Conclusion 689 Recurring Thread: Legal—Protecting Computer Objects 691 Exercises 704 Chapter 18: My 100,000 Nearest and Dearest Friends 706 Attack: I See U 707 Threat: Loss of Confidentiality 708 Threat: Data Leakage 709 Threat: Introduction of Malicious Code 710 Attack Details: Unintended Disclosure 711 Vulnerability: Exploiting Trust Relationships 721 Vulnerability: Analysis on Data 722 Vulnerability: Hidden Data Attributes 722 Countermeasure: Data Suppression and Modification 724 Countermeasure: User Awareness and Education 729 Countermeasure: Policy 733 Conclusion 734 Exercises 736 Afterword 738 Challenges Facing Us 739 Critical Issues 741 Moving Forward: Suggested Next Steps for Improving Computer Security 742 And Now for Something a Little Different 746 Bibliography 749 Index 773. In this book, the authors of the 20-year best-selling classic Security in Computing take a fresh, contemporary, and powerfully relevant new approach to introducing computer security. Organized around attacks and mitigations, the Pfleegers' new Analyzing Computer Security will attract students' attention by building on the high-profile security failures they may have already encountered in the popular media. Each section starts with an attack description. Next, the authors explain the vulnerabilities that have allowed this attack to occur. With this foundation in place, they systematically present today's most effective countermeasures for blocking or weakening the attack. One step at a time, students progress from attack/problem/harm to solution/protection/mitigation, building the powerful real-world problem solving skills they need to succeed as information security professionals. Analyzing Computer Security addresses crucial contemporary computer security themes throughout, including effective security management and risk analysis; economics and quantitative study; privacy, ethics, and laws; and the use of overlapping controls. The authors also present significant new material on computer forensics, insiders, human factors, and trust.

Date Published:2014

Development of corpus based l2 syntactical errors analysis framework for predictive segmentation

Ahmad, Hasanat [21L-7904]

Submitted in fulfillment of the requirements for the Master degree of MS (Linguistics) in the Department of Sciences and Humanities. TABLE OF CONTENTS ABSTRACT TABLE OF CONTENTS 1. INTRODUCTION 1.1 Background 1.2 Research Problem 1.3 Research Questions 1.4 Research Objectives 1.5 Significance of the Study 1.6 Scope of the Research 1.7 Conceptual Framework 2. LITERATURE REVIEW 2.1 Previous Researches 2.2 Writing 2.3 Descriptive Essay 2.4 Error and Mistake 2.5 Error Analysis 2.6 Corpus Based Error Analysis 2.7 Automated Essay Scoring 2.8 Convolution Neural Network 2.9 Word Vectorization 3. METHODOLOGY 3.1 Research Design 3.2 Model 3.3 Data Collection and Preprocessing 3.4 Labelling 3.5 Preprocessing Data 3.5.1 Tokenization 3.5.2 Case Normalization 3.5.3 Punctuation Removal 3.5.4 Stop Word Removal 3.5.5 Lemmatization 3.6 Corpus Selection for Model Training 3.7 Corpus Selection for Model Testing 3.8 TF-IDF for Off-Topic and On-Topic Detection 3.9 Latent Semantic Analysis (LSA) for Off-Topic and On-Topic Detection 3.10 Combining TF-IDF and LSA 50 3.11 Evaluation Metrics 3.12 Data Collection and Corpus Preparation 3.13 Integration and Customization of LanguageTool 3.14 Evaluation Metrics and Framework 3.15 Experimental Design 4 FINDINGS 4.1 Dataset Description 4.2 Testing Setup 4.3 Evaluation Results and Analysis 4.4 Comparison with Baseline Methods 4.5 Accuracy and Precision of LanguageTool 4.6 Error Detection Performance Casing Errors 4.7 Typos 4.8 Grammar Errors 4.9 Punctuation Errors 4.10 Miscellaneous Errors 4.11 Comparison with Other Tools 4.12 Limitations and Challenges 4.13 Demonstration of Prototype 5 DISCUSSION 5.1 Interpretation of Results 5.2 Comparison with Baseline Methods 5.3 Representation and Semantic Meaning 5.4 Dataset Quality and Size 5.5 Choice of Classifiers 5.6 Advanced NLP Techniques 5.7 External Knowledge Sources 5.8 Ensemble Methods and Hybrid Approaches 5.9 Data Considerations 5.10 User Studies and Human Feedback 5.12 Integration into model 5.13 Potential Benefits and Implications 5.14 Future Directions 5.15 Advanced Error Detection Techniques 5.16 Customization and Personalization Features 5.17 Longitudinal Studies on Writing Improvement 6 CONCLUSION REFERENCES. . Checking essays written by students is a time-consuming task. In addition to detecting spelling and grammar errors, educators also need to report predictive segmentation. This study focused on one such aspect of predictive segmentation of essays by analysis of errors in text. The study used machine learning techniques to predict segmentation in essays. The data set consisted of essays written by students in L2 (second language). The study explored and implemented various embedding techniques proposed in recent years. The results of the study showed that it was possible to predict distinctive student errors separately with zero human intervention using currently available tools and techniques. framework will be based on Model of Error Analysis by Corder (1974) as citied in Sarfraz, S. (2011). 1387 essays were collected on 20 various prompts/topics from two private sector universities and three public sector colleges undergraduate students. Off-topic and On-topic detection was developed by convolutional neural networks techniques TFIDF and Latent semantic analysis. Syntactical error analysis model was integrated by LanguageTool open-source library for error detection. This automated error analysis system could be very useful for checking and analyzing text that is mainly submitted in soft form.

Date Published:2023

System forensics, investigation, and response

Easttom, Chuck.

The system forensics landscape. Introduction to forensics ; Overview of computer crime ; Forensics methods and labs -- Technical overview: system forensics tools, techniques, and methods. Collecting, seizing, and protecting evidence ; Understanding techniques for hiding and scrambling information ; Recovering data ; E-mail forensics -- Windows forensics ; Linux forensics ; Macintosh forensics ; Mobile forensics ; Performing network analysis -- Incident response and resources. Incident and intrusion response ; Trends and future directions ; System forensics resources. "Completely revised and rewritten to keep pace with the fast-paced field of Computer Forensics! Computer crimes call for forensics specialists, people who know how to find and follow the evidence. System Forensics, Investigation, and Response, Second Edition begins by examining the fundamentals of system forensics, such as what forensics is, the role of computer forensics specialists, computer forensic evidence, and application of forensic analysis skills. It also gives an overview of computer crimes, forensic methods, and laboratories. It then addresses the tools, techniques, and methods used to perform computer forensics and investigation. Finally, it explores emerging technologies as well as future directions of this interesting and cutting-edge field. New and key features of the Second Edition: Examines the fundamentals of system forensics; Discusses computer crimes and forensic methods; Written in an accessible and engaging style; Incorporates real-world examples and engaging cases."--Publisher.

Date Published:2019

Add on EMKR system

Rehman, Awais Ur [08L-0396], 1-3-2018.

1) Introduction 2) Goals & Objectives 3) Future Goals and scope of the project 4) Detailed design and architecture 5) Graphical User interface 6) Test Case Design . The project intends to create an alternative interactive of an existing EMR system containing records of patients to facilitate the doctors providing all necessary information on a single view for better decision making.

Date Published:2012

Textbook of english 3 : based on single national curriculum 2020

Nadeem, Samina,

This book is used for as a textbook for class 3 in English Subject. 1. All are wellcome-- 2. Gift of nature-- 3. The people i love-- 4. Kindness to children. It is widely accepted that the curriculum plays a pivotal role in nation building. It reflects a nation's aspirations for its future generations of citizens and delineates the ambit of knowledge, skills, behaviours and attitudes that students must assimilate over the period of schooling. It is for this reason that the present government has declared implementation of a Single National Curriculum (SNC), a key priority. In pursuit of this overarching objective, the government has already developed the Single National Curriculum for grade pre 1-5 under a consultative approach with the engagement of experts from all provinces, areas and other relevant stakeholders. In order to ensure implementation of SNC, in its true spirit, model textbooks have been developed in collaboration with experts from provinces and areas, teachers of federal and private educational institutes, faculty members of prominent universities, researchers, curriculum developers, teacher training and assessment professionals. In the same spirit, education experts from all over the country came together to participate in the review and refinement of the model textbooks to ensure that they are aligned with the SNC, international trends and the contextual socio-cultural value system. This Series of English for Grades 1 — 5 has been developed according to SNC 2020 for the English Language. The new curriculum has been developed keeping in mind the demands of English language learning in the 21st Century. It aims to provide integrated opportunities to the student for language development and equips them with competencies of english language for communication in academic and social contexts. This would enable students to enhance their knowledge and become autonomous lifelong learners who can adapt to the ever evolving society. English, as an international language, has become a global means of communication. So, these books have been specifically designed to improve language skills of young learners.

Date Published:2021

Machine learning for dummies

Mueller, John,

AYour no-nonsense guide to making sense of machine learningMachine Learning For Dummies offers a much-needed entry point for anyone looking to use machine learning to accomplish practical tasks. Covering the entry-level topics needed to get you familiar with the basic concepts of machine learning, this guide quickly helps you make sense of the programming languages and tools you need to turn machine learning-based tasks into a reality. Whether you're maddened by the math behind machine learning, apprehensive about AI, perplexed by preprocessing data--or anything in between--this guide makes it easier to understand and implement machine learning seamlessly. Grasp how day-to-day activities are powered by machine learningLearn to 'speak' certain languages, such as Python and R, to teach machines to perform pattern-oriented tasks and data analysisLearn to code in R using R StudioFind out how to code in Python using Anaconda Dive into this complete beginner's guide so you are armed with all you need to know about machine learning!

Date Published:2016

ReFrame

Iqbal, M. Nouman [22L-6671]

Submitted in fulfillment of the requirements for the degree of BS in Computer Science to the Department of Computer Science. ListofFigures ListofTables 1 Introduction 1.1 PurposeofthisDocument 1.2 IntendedAudience 1.3 Definitions,Acronyms,andAbbreviations 1.4 Conclusion 2 ProjectVision 2.1 ProblemDomainOverview 2.2 ProblemStatement 2.3 ProblemElaboration 2.4 GoalsandObjectives 2.5 ProjectScope 2.5.1 InScope 2.5.2 Deliverables 2.5.3 OutofScope 2.6 SustainableDevelopmentGoal(SDG) 2.7 Constraints 2.8 BusinessOpportunity 2.9 StakeholdersDescription/UserCharacteristics. 2.9.1 StakeholdersSummary 2.9.2 KeyHigh-LevelGoalsandProblemsofStakeholders 2.10Conclusion 3 LiteratureReview/RelatedWork 3.1 Definitions,Acronyms,andAbbreviations 3.2 DetailedLiteratureReview 3.2.1 AI-PoweredEducationalAnimationPlatforms 3.2.2 LargeLanguageModelsinSTEMEducation 3.2.3 AIVideoGenerationTechnologies 3.2.4 MathematicalReasoningandVisualUnderstanding 3.2.5 AI-DrivenEducationalPlatformsandTools 3.3 LiteratureReviewSummaryTable 3.4 Conclusion 4 SoftwareRequirementSpecifications 4.1 ListofFeatures 4.2 FunctionalRequirements 4.3 QualityAttributes 4.4 Non-FunctionalRequirements 4.5 Assumptions 4.6 UseCases 4.7 HardwareandSoftwareRequirements 4.7.1 HardwareRequirements 4.7.2 SoftwareRequirements 4.8 GraphicalUserInterface 4.8.1 AuthenticationScreens 4.8.2 DashboardandProjectManagement 4.8.3 ProjectWorkspace 4.9 DatabaseDesign 4.9.1 ERDiagramDescription 4.9.2 DataDictionary 4.10RiskAnalysis 4.11Conclusion 5 High-LevelandLow-LevelDesign 5.1 SystemOverview 5.2 DesignConsiderations 5.2.1 AssumptionsandDependencies 5.2.2 GeneralConstraints 5.2.3 GoalsandGuidelines 5.2.4 DevelopmentMethods 5.3 SystemArchitecture 5.3.1 SubsystemArchitecture:TheProductionAgent 5.4 ArchitecturalStrategies 5.4.1 Real-TimeStreamingviaWebSocket 5.4.2 AgenticWorkflowwithTool-AugmentedLLMsviaMCP 5.5 DomainModel/ClassDiagram 5.6 PoliciesandTactics 5.6.1 ContainerizationforEnvironmentConsistency 5.6.2 StructuredLoggingforObservability 5.7 Conclusion 6 ImplementationandTestCases 6.1 ToolsandTechnologies 6.2 ImplementationDetails 6.2.1 FrontendImplementation 6.2.2 BackendAPI 6.2.3 ProductionAgent–ReActStreamingLoop 6.2.4 MCPToolsServer 6.2.5 RAGPipeline–DocumentationandSkills 6.2.6 Cross-SessionMemoryandExperienceStore 6.2.7 KokoroTTSIntegration 6.2.8 SceneAnalyserandVisualiser 6.2.9 DockerRenderingPipeline 6.3 TestCaseDesignandDescription 6.3.1 TestCase1:BatchScriptEdit–ValidEditsAccepted 6.3.2 TestCase2:BatchScriptEdit–InvalidItemRejected 6.3.3 TestCase3:SceneVisualiser–FrameSelectionPreservesFirstandLast 6.3.4 TestCase4:SceneVisualiser–VisualModelImageInjection 6.3.5 TestCase5:SceneVisualiser–TextFallbackforNon-VisionModels 6.3.6 TestCase6:SessionRuntimeAssets–SVGandSkillsSetup 6.3.7 TestCase7:SVGLibrary–NameandAliasSearch 6.3.8 TestCase8:DocsRAG–MarkdownSectionSplitting 6.4 TestMetrics 6.4.1 IssuesIdentifiedDuringTesting 6.5 Conclusion 7 UserManual 7.1 SystemRequirements 7.2 GettingStarted 7.2.1 CreatinganAccount 7.2.2 SigningIn 7.2.3 ChangingtheTheme 7.3 NavigatingtheDashboard 7.4 CreatingaNewProject 7.5 WorkingintheProjectWorkspace 7.5.1 ChatPanel(Left) 7.5.2 ScenesPanel(Right) 7.5.3 SourcesPanel 7.6 ExportingandSharingVideos 7.7 Troubleshooting 8 Conclusion 8.1 SummaryofWork 8.2 ObjectivesAchieved 8.3 ChallengesFaced 8.4 FinalRemarks. ReFrame addresses a persistent challenge in higher education: translating expert knowledge into com pelling, technically accurate instructional videos without requiring instructors to master complex ani mation software or programming workflows. Educators routinely rely on static slides or generic stock footage because existing creative suites are time-intensive and poorly aligned with STEM (Science, technology, engineering, and mathematics) pedagogy. Our project reimagines this pipeline by pairing large language models with the Manim animation engine to automatically script, visualize, and narrate lesson content that mirrors the clarity of hand-crafted explainer videos. The solution is anchored around four capabilities. First, a multimodal ingestion layer parses textual prompts, PDF documents, and ref erence imagery to infer the pedagogical objective. Second, an AI planning component decomposes the concept into an animation storyboard that aligns with instructional design principles such as progres sive disclosure and cognitive load management. Third, ReFrame synthesizes Manim code, ensuring mathematical accuracy, consistent visual grammar, and parameterized scenes for iterative refinement. Finally, an integrated text-to-speech pipeline generates high-quality narration that is synchronized with rendered motion, yielding an export-ready video segment. Delivering this experience requires a cohe sive system architecture. The backend orchestrates tool-augmented reasoning where the AI agent calls specialized services, such as code interpreters, PDF extractors, and voice synthesis modules, through secure APIs. Render jobs run in a containerized environment optimized for reproducible Manim out puts, while a metadata layer tracks assets for versioning and reuse. The forthcoming user interface exposes this pipeline through an academic-friendly workflow: instructors upload materials, review au togenerated scripts, trigger renders, and download finalized lessons without touching code. Our devel opment roadmap emphasizes reliability and educational value. Initial milestones focus on core STEM domains such as calculus, linear algebra, and physics, where precise diagrams and stepwise logic are critical. User studies with faculty will validate that ReFrame’s outputs improve learner comprehension and shorten preparation time.

Date Published:2026

Web based student registration system with timetable

Babar, Abdul Mannan [07L-0507], 12-02-2018.

1. Introduction 1.1 Purpose 1.2 Scope 1.3 Domain Overview 2. Literature Review 2.1 Student signup 2.2 Registration a course 2.3 System will add a student to waiting list 2.4 Student change his/her password 3. Research Methodolog 3.1 Admin shall be add new course in the current offered course list 3.2 Admin shall be able to drop course form the current offered course list. 3.3 Admin shall be able to view registered in 1 particular course 4. Conclusion.

Date Published:2011