1. R2023 L T P C B.E / B.Tech B23BMM902- BIOMEDICAL ENGINEERING 3 0 0 3 ESSENTIALS Course Objectives 1. To offer clear understanding of various Biopotential electrodes and amplifiers. 2. To understand the necessity of basic Biomedical measurement. 3. To learn the different types of physiological parameter equipment. 4. To know about different biochemical measurements. 5. To study about recent trends in Biomedical Engineering 9 BIOPOTENTIAL ELECTRODES AND AMPLIFIERS UNIT - I Cell Potential – Resting and Action Potential, Electrode Electrolyte Interface, Types of electrodes, Bio signal Characteristics – frequency and amplitude ranges, Bioamplifier, Isolation amplifiers – transformer and optical isolation, Artifacts and removal. UNIT - II BASIC BIOMEDICAL MEASUREMENT 9 ECG –Einthoven’s Triangle, Standard 12 lead system, block diagram, Measurements of heart sounds – PCG. EEG – 10-20 electrode system, unipolar, bipolar and average mode, Functional block diagram. EMG – unipolar and bipolar mode, block diagram, EOG and ERG. UNIT - III PHYSIOLOGICAL PARAMETER MEASUREMENT 9 Temperature, Respiration rate and pulse rate measurements, Plethysmography, Pulse oximetry, Blood Pressure measurement – direct and indirect method. Blood flow – Ultrasound blood flow measurement. Cardiac outputmeasurement – Indicator dilution, dye dilution and thermodilution method, GSR measurement, Patient Monitoring System. Approved by BOS Chairman Program Coordinator

2. R2023 UNIT - IV BIOCHEMICAL MEASUREMENT 9 Blood gas analyzer, Blood Glucose measurement, colorimeter, flame photometer, spectrophotometer, blood cell counter, auto analyser. 9 UNIT - V RECENT TRENDS Point of care devices, Endoscopy Unit, Radio Pill, Laparoscopy, Applications of laser in medicine, cryogenic application. Biotelemetry, Telemedicine, m – health Total Instructional hours : 45 Course Outcomes: Students will be able to CO1 Understand the electrode behavior. CO2 Comprehend the fundamentals of Bio potential recording. CO3 Design various bio amplifiers. CO4 Measure various electrical and non – electrical physiological parameters. CO5 Understand different monitoring system. Text Books John G.Webster,”Medical Instrumentation Application and Design”,4th edition, Wiley India 1. PvtLtd,New Delhi, 2015. Joseph J. Carr and JohnM. Brown,”Introduction to Biomedical Equipment Technology”,Pearson 2. education, 2012 Reference Books R S Khandpur, Handbook of Biomedical Instrumentation, Tata McGraw Hill, 2003. 1. John Enderle, Joseph D. Bronzino, Susan M.Blanchard, “Introduction to Biomedical 2. Engineering”, Elsevier, 2005. Approved by BOS Chairman Program Coordinator

3. R2023 L.A Geddes and L.E. Baker,”Principlesof Applied Biomedical Instrumentation”,3rd Edition, 3. 2008. Anatomy Y.K.Chan,”Biomedical Device Technology, Principles and design”, Charles Thomas 4. Publisher Ltd, Illinois, USA, 2008. Leslie Cromwell,”BiomedicalInstrumentation and Measurement”, Pearson Education, New 5. Delhi, 2007. Approved by BOS Chairman Program Coordinator

4. R2023 L T P C B.E / B.Tech B23BMM901–FUNDAMENTALS OF BIOMECHANICS 3 0 0 3 Course Objectives To study the overview of biomechanics 1. To learn about the human motion 2. To learn about the orthopedic mechanics 3. To understand the Orthopaedic applications and develop prosthetics 4. To understand and analyze the various mathematical models for biomechanics application 5. UNIT - I INTRODUCTION TO MECHANICS 9 Introduction – Scalars and vectors, Statics –Resolution and composition of forces, Moments,couple, Resultant, equilibrium of coplanar forces, Dynamics –Linear motion, Newton’s laws of motion, Velocity and acceleration, Kinematics – Models, Transducers Constitutive equations –Non-viscous fluid, Newtonian Viscous fluid and Hookean Elastic solid UNIT - II HUMAN MOTION 9 Forms of motion, kinetics and kinematics of human motion, loads on the human body, Stress- strain characteristics, viscoelasticity and its models, levers and its type,review on Anthropometry UNIT - III ORTHOPAEDIC MECHANICS 9 Skeleton system, Mechanics of spine, Kinetics & Kinematics of joints, Lubrication of joints. Biomechanics of the Spine: Basic Concepts, Spinal Disorders, and Treatment, UNIT - IV ORTHOPAEDIC APPLICATIONS 9 Amputation types, below knee prosthesis, Upper limb, lower limb prosthetics, Foot braces, Ankle foot orthosis, scoliosis braces, plagea based devices, Design of prosthetics Approved by BOS Chairman Program Coordinator

5. R2023 UNIT - V APPLICATIONS OF BIOMECHANICS 9 Heart valves, Medical implants, Cornea analysis, blood vessel biomechanics, Gait analyzer, Mechanics of knee joint during standing and walking, occupant response to vehicular vibration, Sports mechanics. Case study on exoskeleton. Total Instructional hours : 45 Course Outcomes : Students will be able to CO1 Interpret the use of mechanics in medicine. CO2 Explain the cardiac mechanics CO3 Infer about Orthopedic mechanics CO4 Develop the models specific to orthopaedic applications. CO5 Explain about various biomechanics applications. Text Books 1. Y.C.Fung,―Bio-Mechanics, “Mechanical Properties ofTissues’’,Springer- Verilog,1998. 2. C. Ross Ether and Craig A.Simmons, “Introductory Biomechanics from cells to organisms”, Cambridge University Press, New Delhi, 2009. Reference Books Susan J Hall, “Basics of Biomechanics’’, Mc Graw Hill Publishing.co. New York, 5th Edition, 1. 2007. 2. Dhanjoo N.Ghista, “Orthopaedic Mechanics”, Academic Press, 1990 3. Joseph D.Bronzino, “Biomedical Engineering Fundamentals”, Taylor& Francis, 2006. 4. John Enderle, Susanblanchard, Joseph Bronzino, “Introduction to BiomedicalEngineering’’, lsevier, 2005. Approved by BOS Chairman Program Coordinator

6. R2023 5. H.Brown, PV Lawford, RH Small wood, DR Hose, Dc Barber, “Medical Physics and Biomedical Engineering’’, CRC Press, 1999., Approved by BOS Chairman Program Coordinator

7. R2023 L T P C B.E/B.Tech B23BME904- ASSISTIVE DEVICES FOR 3 0 0 3 HEALTHCARE Course Objectives To study the role and importance of machines that takes over the functions of the heart and 1. lungs. To study various mechanical techniques that help a non-functioning heart. 2. 3. To learn the functioning of the unit which does the clearance of urea from the blood. 4. To understand the tests to assess the hearing loss and development of electronic devices to compensate for the loss. 5. To study about recent techniques used in modern clinical applications UNIT - I ASSISTIVE TECHNOLOGY 9 Introduction, Rationale/needs of Assistive Technology Instructional delivery formats, Multidisciplinary teams, Computer Assisted Instruction, Assistive technology for Blind, Braille Displayers , Embossers, Screen Readers. UNIT - II CARDIAC ASSIST DEVICES 9 Principle of External Counter pulsation techniques, Intra-Aortic Balloon Pump, Assisted through Respiration, Right and left Ventricular Bypass Pump, Auxiliary ventricle, Prosthetic Cardiac valves, Pacemaker, Defibrillator. ASSISTIVE SOLUTIONS FOR PHYSICALLY DISABLED UNIT - III 9 Mobility Aids-Wheel Chairs, Canes, Crutches, Walkers, Belts and vests, Independent Living Aids, Bedroom Aids, Bathroom/Toilet Aids, Kitchen Aids, Dressing Aids, Grooming Aids, Communication devices Approved by BOS Chairman Program Coordinator

8. R2023 UNIT - IV 9 RESPIRATORY AND HEARING AIDS Ventilator and its types-Intermittent positive pressure, Breathing Apparatus Operating Sequence, Electronic IPPB unit with monitoring for all respiratory parameters. Types of Deafness, Hearing Aids, SISI, masking techniques, wearable devices for hearing correction. RECENT TRENDS UNIT - V 9 Transcutaneous electrical nerve stimulator, bio-feedback, Diagnostic and point-of-care platforms. Total Instructional hours : 45 Course Outcomes : Students will be able to CO1 Explain the principles and construction of artificial heart CO2 Select the Understand various mechanical techniques that improve therapeutic technology CO3 Explain the functioning of the membrane or filter that cleanses the blood. Describe the tests to assess the hearing loss and development of wearable devices for the CO4 same. Analyze and research on electrical stimulation on biofeedback techniques in rehabilitation CO5 and physiotherapy Text Books 1. Gray E Wnek, Gray L Browlin – Encyclopedia of Biomaterials and Biomedical Engineering – Marcel Dekker Inc New York 2004. 2. John. G . Webster – Bioinstrumentation - John Wiley & Sons (Asia) Pvt Ltd - 2004 Reference Books Andreas.F. Von racum, “Hand book of bio material evaluation”, Mc-Millan publishers,1980 1. Approved by BOS Chairman Program Coordinator

9. R2023 Gray E Wnek, Gray L Browlin, “Encyclopedia of Biomaterials and Biomedical Engineering” 2. Marcel Dekker Inc New York 2004. 3. D.S. Sunder, “Rehabilitation Medicine”, 3rd Edition, Jaypee Medical Publication, 2010 Approved by BOS Chairman Program Coordinator

10. R2023 L T P C B23BMM903 – BIOSENSORS AND B.E / B.Tech MEASUREMENTS 3 0 0 3 Course Objectives 1. To understand the purpose of measurement, the methods of measurements, errors associated with measurements. 2. To know the principle of transduction, classifications and the characteristics of different transducers. 3. To understand the various types of electrodes for biomedical applications 4. To learn the various types of biosensors 5. To know the different display and recording devices. 9 UNIT - I MEASUREMENT SYSTEM Measurement System – Functional elements of an instrumentation system - Static and Dynamic Characteristics - Errors in Measurements and their statistical analysis – Calibration - Primary and secondary standards. Bridge Circuits: Wheatstone bridge, Maxwell's bridge, Wein's bridge and Schering bridge. UNIT - II PASSIVE AND ACTIVE TRANSDUCERS 9 Classification of transducers and characteristics for selection of transducers - Resistive Transducers- Strain Gauge, Capacitive transducer - various arrangements, Inductive transducer, LVDT, Passive types: RTD materials & range, relative resistance vs. temperature characteristics, thermistor characteristics, Active type: Thermocouple - characteristics. Piezoelectric active transducer- Equivalent circuit and its characteristics. photo diodes, phototransistor, Optical displacement sensors and optical encoders. UNIT - III BIOPOTENTIAL ELECTRODES AND CHEMICAL SENSORS 9 Electrodes Electrolyte Interface, Half-Cell Potential, Polarization, Polarizable and Non Polarizable, Electrodes, Reference Electrode, Hydrogen Electrode, Electrode Skin-Interface and Motion Artifact. Approved by BOS Chairman Program Coordinator

11. R2023 Surface Electrodes. Oxygen electrodes, CO2 electrodes, enzyme electrodes, construction. UNIT - IV BIOSENSORS 9 Biological Sensors: Study of various corpuscles like Pacinian, functions and modelling, Chemoreceptor, hot and cold receptors, baro- receptors, sensors for smell, sound, vision, osmolality and taste. Biosensors: Introduction, Advantages and limitations, various components of Biosensors, Types of membranes used in biosensor constructions, Electronic Nose, ISFET for glucose, urea sensin 9 UNIT - V DISPLAY AND RECORDING DEVICES Digital Display System and Indicators: Classification of display devices, DOT Matrix display, Digital voltmeter, Multimeter, Digital storage oscilloscope, LCD monitor, PMMC writing systems. Recorders: Graphic recorders, strip chart recorders, Galvanometer type recorders and self-balancing type potentiometric recorders, Magnetic tape recorders and Disc recorders. Course Outcomes: Students will be able to CO1 Explain the introduction and characteristics of sensors and transducers CO2 Illustrate the types of transducers used in biomedical field. CO3 Interpret the various bio potential electrodes used in biomedical applications CO4 Explain the basic principles of various biosensors CO5 Illustrate the working principle of multimeter, CRO and different types of recorders for appropriate measurement. Text Books 1. A.K.Sawhney, “Electrical & Electronics Measurement and Instrumentation”,10th edition, Dhanpat Rai & Co, New Delhi, 19th Revised edition 2011, Reprint 2014 Approved by BOS Chairman Program Coordinator

12. R2023 2. John G. Webster, “Medical Instrumentation Application and Design”, 4th edition, Wiley India Pvt Ltd, New Delhi, 2015. 3. Brain R Eggins, Biosensors: An Introduction”, John Wiley Publication.1996. Approved by BOS Chairman Program Coordinator

13. R2023 L T P C B23BMM905 - BIO COMPUTING B.E / B.Tech 3 0 0 3 Course Objectives 1. To introduce concepts of Bio-inspired Computing its applications 2. To provide insight on Artificial Neural Networks 3. To gain comprehensive knowledge on Genetic Algorithm 4. To understand the principles of swarm robotics and decentralized system 5. To gain knowledge on Immunocomputing UNIT - I INTRODUCTION 9 From Nature to Nature Computing , Philosophy , Three Branches: A Brief Overview, Individuals, Entities and agents - Parallelism and Distributivity Interactivity ,Adaptation- Feedback-Self- Organization-Complexity, Emergence and ,Bottom-up Vs Top-Down- Determination, Chaos and Fractals. UNIT - II NEURAL NETWORKS 9 Artificial neurons - Activation functions - Learning rules - Supervised and Unsupervised Learning - Single layer and multilayer perceptrons - Kohenen’s selforganizing networks - Hopfiled networks. UNIT - III 9 INTRODUCTION TO GENETIC ALGORITHMS Introduction- Parent selection - Crossover - Mutation - , Genetic algorithms , Bone Marrow Models , Forest's Algorithm, Genetic Programming UNIT - IV 9 SWARM INTELLIGENCE Introduction - Ant Colonies, Ant Foraging Behavior, Ant Colony Optimization, SACO and scope of ACO Approved by BOS Chairman Program Coordinator

14. R2023 algorithms, Ant Colony Algorithm (ACA), Swarm Robotics, Foraging for food, Social Adaptation of Knowledge , Particle Swarm Optimization (PSO) 9 UNIT - V IMMUNOCOMPUTING Introduction- Immune System, Physiology and main components, Pattern Recognition and Binding , Immune Network Theory- Danger Theory, Evaluation Interaction- Immune Algorithms , Introduction – Artificial Immune Networks Total Instructional hours : 45 Course Outcomes: Students will be able to CO1 Explain the principles of bio-inspired algorithms. CO2 Classify various neural networks and learning algorithms. CO3 Outline Genetic algorithms and its models. CO4 Analyze swarm intelligence algorithms and its applications. CO5 Analyze the immune system, its physiology, pattern recognition, immune network theories. Text Books 1. Carr –Brown, “Introduction 1. Leandro Nunes de Castro, " Fundamentals of Natural Computing, Basic Concepts, Algorithms and Applications", Chapman & Hall/ CRC, Taylor and Francis Group, 2007 REFERENCE BOOKS/OTHER READING MATERIAL Biomedical Equipment Technology”, 2011, 1st Edition, Pearson, New York 2. Floreano D. and Mattiussi C., "Bio-Inspired Artificial Intelligence: Theories, Methods, and Technologies", MIT Press, Cambridge, MA, 2008. 3. Albert Y.Zomaya, "Handbook of Nature-Inspired and Innovative Computing", Springer, 2006. 4. Marco Dorrigo, Thomas Stutzle,” Ant Colony Optimization”, PHI,2005 Reference Books Fan, Xumei, William Sayers, Shujun Zhang, Zhiwu Han, Luquan Ren, and Hassan Chizari. 1. Review and classification of bio-inspired algorithms and their applications Journal of Bionic Engineering 17, 611-631, 2020 Approved by BOS Chairman Program Coordinator

15. R2023 Bernardino, Heder S., and Helio JC Barbosa. Artificial immune systems for optimization In 2. Nature-Inspired Algorithms for Optimisation, pp. 389-411. Springer, Berlin, Heidelberg, 2009 Fausett, Laurene V. Fundamentals of neural networks: architectures, algorithms and 3. applications, Pearson Education India, 2006 Goldberg, David E. Genetic algorithms, Pearson Education India, 2006 4. Approved by BOS Chairman Program Coordinator

16. R2023 L T P C B23BMM905- MEDICAL EQUIPMENT B.E / B.Tech 5 0 0 3 Course Objectives 1. To learn about the basic principle, working and design of various bio potential recording equipment. 2. To study about the analytical equipment and anaesthesia system used in medical field. 3. To know the fundamentals of flowmeters and Hemodialysis Machine with its types. 4. To Gain knowledge about the modes of operation and functioning of cardiac and respiratory devices. 5. To gain comprehensive knowledge of the features of physiotherapy and surgical equipment UNIT - I BIO POTENTIAL RECORDING 9 Introduction to ECG, EEG, EMG, PCG, EOG, lead system and recording methods, typical waveform, frequency spectrum, abnormal waveforms. Evoked response, Electroencephalography, Electrocardiography, Electromyography. UNIT - II ANALYTICAL & DIAGNOSTIC INSTRUMENTS AND 9 ANAESTHESIA SYSTEM Common analytical equipment used in hospitals and those in Biochemistry laboratories - Blood Flow meters , Pulmonary function analyzers , Blood gas analyzers , Different types of Oximetry systems , Blood pressure measurement , Blood cell counters. Anaesthesia - Need of anaesthesia, Gas used and their sources, Gas blending and vaporizers, Anaesthesia delivery system, Breathing circuits. UNIT - III 9 BLOOD FLOW METERS AND HEMODIALYSIS MACHINE Approved by BOS Chairman Program Coordinator

17. R2023 Ultrasonic blood flow meters, NMR blood flow meter, Laser Doppler blood flow meters, Pulse oximeter. Basic principle of Hemodialysis and its type - Membrane, Dialysate, Different types of hemodialyzers, Monitoring Systems, Portable and Wearable Artificial Kidney, Implanting Type - Different types of dialyzer membrane. UNIT - IV CARDIAC DEVICES AND VENTILATOR 9 External and Implantable Pacemaker, Performance aspects of Implantable Pacemaker - DC defibrillator, Modes of operation and electrodes, Performance aspects of dc-defibrillator, Implantable defibrillator, defibrillator analyzers - Heart lung machine- Different types of Oxygenators, Pumps.Basic principles of ventilators, Different generators, Inspiratory phase and expiratory phase, Different ventilator adjuncts, Neonatal ventilators, Ventilator testing. 9 UNIT - V PHYSIOTHERAPY AND SURGICAL INSTRUMENTS Basic principle, working and technical specifications of Shortwave Diathermy - Ultrasonic therapy unit, Infrared and UV lamps - Nerve and Muscle Stimulator - Surgical Diathermy machine, Electrodes used with surgical diathermy, Safety aspects in electronic surgical units, Surgical diathermy analyzers. Total Instructional hours : 45 Course Outcomes: Students will be able to Analyze the principles, recording methods, typical and abnormal waveforms, and frequency CO1 spectrum of various biomedical signals. CO2 Outline the clinical applications of various analytical equipment used in hospitals and biochemistry laboratories and practices of anaesthesia, including the gases used, delivery systems, and breathing circuits. CO3 Classify various blood flow measurement techniques and the principles and types of hemodialysis. CO4 Examine the advanced medical devices, including pacemakers, defibrillators, heart-lung machines, and ventilators. CO5 Inspect the various therapeutic and surgical devices. Text Books Approved by BOS Chairman Program Coordinator

18. R2023 1. Carr –Brown, “Introduction to Biomedical Equipment Technology”, 2011, 1st Edition, Pearson, New York Reference Books John G. Webster, “Medical Instrumentation Application and Design”, 2015, 4th Edition, John 1. Wiley and sons, New Jersey R S. Khandpur, “Handbook of Biomedical Instrumentation”, 2014, 3rd Edition, Tata Mc Graw Hill, 2. New Delhi. Approved by BOS Chairman Program Coordinator

19. R2023 L T P C B23BMM907 – IMAGING AND RADIOLOGY B.E / B.Tech 3 0 0 3 Course Objectives 1. To learn the basic principles of image acquisition, manipulation, and processing 2. To learn how medical images are collected and processed and how they can be used for diagnosis and therapy. 3. To gain a foundational knowledge of radiology, emphasizing its role in medical diagnosis and treatment. 4. To understand the various clinical applications of radiology in different medical fields 5. To explore the emerging trends in radiology 9 UNIT - I AN INTRODUCTION TO IMAGING PRINCIPLES Fundamentals of image acquisition and manipulation. Physical principles: interaction of radiation with matter. Image resolution, quality and artifacts, image reconstruction. UNIT - II CLINICAL APPLICATIONS OF MEDICAL IMAGING 9 Clinical imaging techniques: X-ray planar radiography and computed tomography, ultrasound imaging, and magnetic resonance imaging. Safety of medical imaging. Computer laboratory: clinical image analysis; image enhancement, segmentation, contouring; feature recognition. UNIT - III INTRODUCTION TO RADIOLOGY 9 Basics of Radiology: role in diagnosis and treatment. Radiation Safety: Principles of radiation protection, safety standards, and regulatory guidelines. Medical Imaging Workflow: patient preparation, Imaging procedure, image interpretation. Approved by BOS Chairman Program Coordinator

20. R2023 UNIT - IV APPLICATIONS OF RADIOLOGY 9 Clinical uses of imaging in different medical fields (neurology, oncology, cardiology), Ethics and communication with patients, Radiology in Surgery: Role of imaging in pre-operative planning, intra- operative guidance, and post-operative assessment. EMERGING TRENDS IN RADIOLOGY 9 NIT - V Deep Learningmethods, AI-assisted imaging.Personalized Medicine and Radiogenomics: genetic and genomic data for personalized patient care. Advanced Materials in Imaging: New detector technologies, contrast agents, and sensor developments. Total Instructional hours : 45 Course Outcomes: Students will be able to CO1 Make use of the physical principles governing the interaction of radiation with matter and how this impacts image formation. CO2 Apply image analysis techniques such as enhancement and segmentation to clinical images for improved diagnostic outcomes. CO3 Examine the radiology contributes to medical diagnosis and treatment, including different imaging modalities used in clinical practice. CO4 Apply radiological imaging techniques to assess and diagnose conditions in neurology, oncology, and cardiology. CO5 Combine the use of advanced imaging materials, such as new detectors and contrast agents, into clinical practices for improved imaging results. Text Books 1. Nadine B. Smith and Andrew Webb, Introduction to Medical Imaging: Physics, Engineering and Clinical Applications, 1st Edition, Cambridge University Press (2010) 2. Stewart C. Bushong "Radiologic Science for Technologists: Physics, Biology, and Protection" Elsevier 2021 Approved by BOS Chairman Program Coordinator

21. R2023 3. Arlene M. Adler "Introduction to Radiologic and Imaging Sciences and Patient Care" Elsevier- 2020 Reference Books Paul Suetens "Fundamentals of Medical Imaging" Cambridge University Press-2017 1. 2. Richard C. Semelka "Medical Imaging: Principles and Applications"-Wiley-Blackwell-2016 3. Jeffrey Papp "Essentials of Radiologic Science" Lippincott Williams & Wilkins 2017 Approved by BOS Chairman Program Coordinator

22. R2023 B23BMM908 – MEDICAL DATA PROCESSING L T P C B.E/B.Tech 3 0 0 3 Course Objectives To identify various types of medical data’s. 1. To develop a method of data acquisition and feature extraction techniques for medical data’s. 2. 3. To compile a machine learning techniques for medical diagnostics. 4. To analyze medical images using computer vision techniques and integrate using National Language Processing. 5. To understand the current advancements in model evaluation techniques. UNIT - I FUNDAMENTALS OF MEDICAL DATA PROCESSING 9 Medical data processing-diagnostic-healthcare data, clinical data, laboratory results, imaging data, genomic data – data privacy-ethical consideration-healthcare data standards- HL7, DICOM-data collection methods, cleaning Techniques. UNIT - II DATA ACQUISITION AND FEATURE ENGINEERING 9 Data transformation: normalization, standardization, feature scaling, Data integration from multiple sources, Feature selection and extraction methods, medical data analysis and Techniques, Principal component analysis, Independent component analysis. UNIT - III MACHINE LEARNING FOR MEDICAL DIAGNOSIS 9 Supervised learning algorithms: decision trees, support vector machines, neural networks, Unsupervised learning algorithms: clustering, anomaly detection, Deep learning applications in medical imaging analysis, Model selection and hyperparameter tuning Approved by BOS Chairman Program Coordinator

23. R2023 UNIT - IV MEDICAL IMAGE ANALYSIS AND NATURAL 9 LANGUAGE PROCESSING Image processing basics: segmentation, registration, feature extraction, Computer Tomography, MRI, X-ray, 3D reconstruction, volumetric analysis, Text mining, Named entity recognition (NER), Sentiment analysis for patient feedback UNIT - V MODEL EVALUATION AND RECENT DEVELOPMENT 9 Accuracy, sensitivity, specificity, AUC, Cross-validation techniques, Clinical validation and deployment, AI for interpreting model predictions, privacy-preserving data analysis, Personalized medicine, predictive analytics . Total Instructional hours : 45 Course Outcomes : Students will be able to CO1 Make use of various of medical data processing. CO2 Organize the concept of medical data transformation, acquisition and extraction technique . CO3 Create an algorithm for medical image analysis. Examine different types of medical data, including electronic health records (EHRs), CO4 imaging data (X-rays, CT scans, MRIs) CO5 Make measurement, analyse and interpret the results for clinical purposes. Text Books 1. Om Prakash Jena, Mrutyunjaya Panda, Utku Kos Medical Data Analysis and Processing using Explainable Artificial Intelligence Published November 6, 2023 by CRC Press. 2. Wan Azani Mustafa, Hiam Alquran Medical Data Processing and Analysis 4 July 2023, Publisher MDPI. 3. Sinha G.R medical image processing: concepts and application Prentice Hall India Learning Private Limited 2014. Approved by BOS Chairman Program Coordinator

24. R2023 Reference Books 1. Guozhu Dong and Huan Liu Feature Engineering for Machine Learning and Data Analytics CRC Press 2018. 2. Dr. Shailendra Sharma, Mrs. G. Nithya, Dr. Garima Machine Learning based Medical Diagnosis 2022 3. Ayman El-Baz and Jasjit S Suri Machine Learning In Medicine T&F/CRC PRESS. Approved by BOS Chairman Program Coordinator