murarimandal_website/teaching.html at master · murarimandal/murarimandal_website · GitHub

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  <title>Murari Mandal, PhD</title>

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        <h1>Teaching</h1>

         <!--  <h3 class="push-down-3"><span>Courses Taught</span></h3>-->

        <p class='text-right'><span class="badge expander">show all</span></p>

        <h4 class="push-down-3 gray"><em>KIIT, Bhubaneshwar, India</em></h4>

         <div class="panel-group" id="University-1" role="tablist">

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            <div class="panel-heading" role="tab" id="heading-87526653122">
              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8752665310" aria-expanded="false" aria-controls="collapse-8752665310">Natural Language Processing, Spring 2024</a>
              </h5>
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            <div id="collapse-8752665310" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-87526653122">
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                Introduction to NLP: Understand the basics of NLP, including tokenization, stemming, lemmatization, and part-of-speech tagging. Text Representation: Explore different methods for representing text data, such as Bag-of-Words, TF-IDF, word embeddings (e.g., Word2Vec, GloVe), and contextual embeddings (e.g., BERT). Text Classification:  Naive Bayes, Logistic Regression, Support Vector Machines, and deep learning approaches such as Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs). Named Entity Recognition (NER), Sentiment Analysis: Explore sentiment analysis techniques approaches and machine learning-based methods. Sequence-to-Sequence Models for tasks such as machine translation, text summarization, and question answering. Chatbot Development: Learn how to develop conversational agents (chatbots) using frameworks like TensorFlow and PyTorch, along with popular NLP libraries such as NLTK and spaCy.
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                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8752665310" aria-expanded="false" aria-controls="collapse-8752665310">Operating System, Spring [2024, 2023]</a>
              </h5>
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Introduction to Operating Systems: Overview of operating system concepts, evolution, and historical perspective.
Understanding the role and significance of operating systems in computer systems.
Basic functionalities and services provided by operating systems. Processes and Threads: Understanding processes and threads: creation, management, and synchronization.
Process scheduling algorithms: CPU scheduling, process states, and context switching. Multi-threading concepts, advantages, and thread synchronization mechanisms. Memory Management: Memory hierarchy and organization: registers, cache, main memory, and secondary storage.
Memory management unit (MMU) and address translation.
Virtual memory concepts, paging, segmentation, and memory allocation strategies. File Systems: File system organization,
                structure, and file operations. File system implementation: allocation methods, directory structures, and file access.
Disk management and optimization techniques: disk scheduling, RAID, and disk caching. I/O Systems: Input/output devices, controllers, and device drivers.
I/O operations, buffering, and device management. I/O scheduling algorithms and techniques for improving I/O performance. Process Synchronization and Deadlocks: Concurrent processes, critical sections, and mutual exclusion.
Synchronization primitives: semaphores, monitors, and locks. Deadlock prevention, avoidance, detection, and recovery strategies. Security and Protection: Principles of security and protection in operating systems.
Access control mechanisms, authentication, and authorization. Threats, vulnerabilities, and security measures for safeguarding operating systems.
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                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8752665310" aria-expanded="false" aria-controls="collapse-8752665310">Data Mining and Data Warehousing, Spring '24, '23</a>
              </h5>
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            <div id="collapse-8752665310" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-8752665310">
              <div class="panel-body">Data mining functionalities: characterization, discrimination, association, classification, clustering, outlier and
                trend analysis, Basic Statistical Descriptions of Data, Data Mining Metrics, A Statistical Perspective on Data
Mining., OLTP, OLAP, Similarity Measures, Data Sampling, Basic Algorithms for Association Rule, Incremental Association Rules,
              Measuring the Quality of Rules, Advanced Association Rule, Issues regarding Classification and
Prediction, Statistical-Based Algorithms, Bayesian Classification, Distance-Based Algorithms, Decision Tree-Based Algorithms, Neural Network, Clustering: Hierarchical
                Algorithms, Partitional Algorithms, Clustering Large Databases, Clustering with Categorical Attributes, Web Mining, Spatial Mining, Temporal Mining,
                Text Mining,
              </div>
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              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8774403" aria-expanded="false" aria-controls="collapse-8774403">Object Oriented Programming</a>
              </h5>
            </div>
            <div id="collapse-8774403" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-8774403">
              <div class="panel-body">Evolution of programming paradigm, Classes, Objects, Data abstraction, Encapsulation, Inheritance, Constructors, Destructors, Polymorphism,
                Dynamic Binding, Function Overloading, Operator Overloading, Method Overridding, Virtual Function, Message Passing, Exception Handling, Templates, Files and Streams, C++ Programming
            </div>
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              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8774499" aria-expanded="false" aria-controls="collapse-8774499">C Programming</a>
              </h5>
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            <div id="collapse-8774499" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-8774499">
              <div class="panel-body">Introduction to Computers, History of Programming, Variables,
              constants, Data types, Operators, Control statements, Arrays, Functions, Storage, Classes, Character Arrays and Strings, Pointers, User
                Defined Data Types, Structures and Unions, Dynamic Memory Allocation, File Handling, Additional Features
              </div>
            </div>
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        <h4 class="push-down-3 gray"><em>IIIT Kota, [Jan 2020 - July 2020]</em></h4>

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            <div class="panel-heading" role="tab" id="heading-8752665301">
              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8752665301" aria-expanded="false" aria-controls="collapse-8752665301">Introduction to Logic and Formal Methods</a>
              </h5>
            </div>
            <div id="collapse-8752665301" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-8752665301">
              <div class="panel-body">Introduction to logic, formal methods, propositional logic, predicate logic, verification</div>
            </div>
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            <div class="panel-heading" role="tab" id="heading-8774402">
              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8774402" aria-expanded="false" aria-controls="collapse-8774402">Design and Analysis of Algorithms [Lab]</a>
              </h5>
            </div>
            <div id="collapse-8774402" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-8774402">
              <div class="panel-body">Algorithm Analysis: Asymptotic notation, solution of recurrence, model of
              computation, time and space complexities, average and worst case analysis, Amortized analysis. Algorithm Design Techniques: Greedy algorithm, dynamic
              programming, divide and conquer, backtracking, branch and bound. Graph Algorithms: Shortest path algorithms, Disjoint set operations, minimum
              spanning tree algorithm, network flow, matching, coverings, applications of DFS:-bi-connectivity, Euler circuits, strongly connected components, topological sort,
              and articulation point. Dynamic Programming: Chained matrix multiplication, longest common subsequence. Divide and Conquer: Order Statistics – finding the median,
              exponentiation, matrix multiplication, LCS. Approximate Algorithm: Travelling Salesman Problem, vertex-cover problem. Introduction to problem classes – NP, NPC, NP-Hard.</div>
            </div>
          </div>

          <div class="panel panel-default">
            <div class="panel-heading" role="tab" id="heading-8774401">
              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse-8774401" aria-expanded="false" aria-controls="collapse-8774401">Operating System [Lab]</a>
              </h5>
            </div>
            <div id="collapse-8774401" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading-8774401">
              <div class="panel-body">Introduction to operating systems, system programming, process scheduling algorithms, Disk scheduling algorithms, memory allocation techniques, page replacement algorithms, memory management techniques</div>
            </div>
          </div>


        <h4 class="push-down-3 gray"><em> MNIT Jaipur, [2017 - 2019] </em></h4>

        <div class="panel-group" id="university-2" role="tablist">
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            <div class="panel-heading" role="tab" id="heading4574559">
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                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse4574559" aria-expanded="false" aria-controls="collapse4574559">Concurrent and Parallel Programming</a>
              </h5>
            </div>
            <div id="collapse4574559" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading4574559">
              <div class="panel-body">Concurrent versus sequential programming, concurrent programming constructs and race condition, synchronisation primitives,
                processes and threads, interprocess communication, livelock and deadlocks, starvation and deadlock prevention. Issues and challenges in concurrent programming
                paradigm and current trends. Parallel algorithms – sorting, ranking, searching, traversals, prefiix sum etc., Parallel programming paradigms – Data parallel, Task parallel, Shared memory
                and message passing, Parallel Architectures, GPGPU, pthreads, OpenMP, OpenCL, CUDA. </div>
            </div>
          </div>
          <div class="panel panel-default">
            <div class="panel-heading" role="tab" id="heading5428718">
              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse5428718" aria-expanded="false" aria-controls="collapse5428718">Digital Image Processing</a>
              </h5>
            </div>
            <div id="collapse5428718" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading5428718">
              <div class="panel-body"> Digital Image Fundamentals: Image Model, Sampling, Quantization, Neighborhood, connectivity of pixels, Labelling of connected components,
                Distance measures, Image Transforms: Fourier Transform, Discrete Fourier Transform, Discrete Cosine Transform, Convolution and correlation, Image Enhancement: Enhancement by point processing,
                Image Segmentation: Detection of discontinuities, edge linking and boundary detection, thresholding, region oriented segmentation Representation and Description: Representation schemes, boundary
                descriptors, regional descriptors. Morphology: Dilation, erosion, opening, closing, Hit-or-Miss Transform. Convolutional Neural Networks, Recurrent Neural Networks.
              </div>
            </div>
          </div>
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            <div class="panel-heading" role="tab" id="heading766918">
              <h5 class="panel-title">
                <a role="button" data-toggle="collapse" class="accordion-toggle accordion-plus-toggle collapsed" data-parent="" href="#collapse766918" aria-expanded="false" aria-controls="collapse766918">C Programming [Lab]</a>
              </h5>
            </div>
            <div id="collapse766918" class="panel-collapse collapse" role="tabpanel" aria-labelledby="heading766918">
              <div class="panel-body">Programming assignments for conceptual understanding of control constructs, scoping rules, functions, recursion,
                file handling, dynamic memory management, pointers, etc.
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