HAIMLC701 課程名稱：醫(yī)療保健中的 AI 和 ML

ComputerEngineering

(AcademicYear:2023-2024)

CourseCode:HAIMLC701

CourseName:AI&MLinHealthcare

CourseTeacher:PrajaktaM.Dhamanskar

CourseOutcomes(CO):AttheEndofthecoursestudentswillbeableto

HAIMLC701.1

ExplaintheroleofAI&MLforHealthcare

HAIMLC701.2

DesignHealthcareApplicationsusingadvancedAIalgorithms.

HAIMLC701.3

UseappropriateevaluationmetricstoevaluateHealthcareSystemeffectively.

HAIMLC701.4

DesignNLPapplicationsforHealthcareusingvariousNLPTechniques.

HAIMLC701.5

ExplainthepotentialimplicationsofAI&MLfordevelopingfuturisticHealthcareApplications

CourseLessonPlan

Sr.No.

ProposedDate

ActualDate

Topics

CO

Teacher’sRemark

HOD’sRemark

1

11/7

DiscussiononsyllabusofTheoryandLab,courseoutcomes.AssessmenttoolsandTWmarksdistribution.

--

2

12/7

Module1:OverviewofAI&ML.ApplicationsofAIinHealthcare:Prediction,Diagnosis,personalizedtreatmentandbehaviourmodification.

HAIMLC701.1

3

13/7

Continued….ApplicationsofAIinHealthcare:DrugDiscovery,Followupcareetc.

HAIMLC701.1

4

14/7

QuizonModule1.PPTpresentationofHealthcareSystem:CaseStudy.

HAIMLC701.1

Quiz1onModule1,CasestudyPresenation

5

18/7

Module2:KnowledgeDiscoveryandDataMining

HAIMLC701.2

6

19/7

RevisionofMachineLearningalgorithmsforRegressionandClassification.

HAIMLC701.2

7

20/7

MultiClassifierDecisionFusion.EnsembleLearning

HAIMLC701.2

8

21/7

Continued…..EnsembleLearning.

HAIMLC701.2

9

25/7

DeepLearning:Introduction.ArtificialNeuralNetworkarchitecture,applications.

HAIMLC701.2

10

26/7

ConvolutionalNeuralNetworkArchitectures

HAIMLC701.2

11

27/8

CNN….continued.ApplicationsofCNN.

HAIMLC701.2

CancelledduetoRain

12

28/8

TransferLearning,Alexnet,VGG16,VGG19

HAIMLC701.2

13

01/8

TransferLearning,Resnets,InceptionV3.

HAIMLC701.2

14

02/8

ProblemsolvingquestionsonCNN.

HAIMLC701.2

15

03/8

PracticeproblemsonCNN.

HAIMLC701.2

16

04/8

MetaLearning.QuizonMetalearning.

HAIMLC701.2

Quiz2

17

08/8

IllustrativeMedicalapplication:MultiagentInfectiousDiseasePropagationandOutbreakPrediction.

HAIMLC701.2

CaseStudyPresentation

18

09/8

AutomatedAmblyopiaScreeningSystemetc.

HAIMLC701.2

CaseStudyPresentation

19

10/8

DimensionalityReductionalgorithms.

HAIMLC701.2

20

11/8

Module3:Modeldevelopmentandworkflow,Evaluationmetrics:Accuracy,Precision,recall,F1score,PPV,NPV

HAIMLC701.3

VideosfromCourseracourseon“AIinMedicalDiagnosis”

15/8

IndependenceDay

16/8

ParsiNewYear

21

17/8

ROC,ProblemsonEvaluationMetrics

HAIMLC701.3

22

18/8

ParametersandHyperparameters,Hyperparametertuningalgorithms

HAIMLC701.3

23

22/8

Hyperparametertuningalgorithms….continued.

HAIMLC701.3

24

23/8

Multivariatetesting

25

24/8

EthicsofIntelligence

26

25/8

Module4:NLPinHealthcare:NLPtasksinMedicine,

HAIMLC701.4

29/8

UnitTest-1

30/8

UnitTest-1

27

31/8

LowlevelNLPcomponents

HAIMLC701.4

28

1/9

HighlevelNLPcomponents

HAIMLC701.4

29

5/9

NLPMethods

HAIMLC701.4

30

6/9

ClinicalNLPresourcesandtools,NLPApplicationsinHealthcare

HAIMLC701.4

31

7/9

ModelinterpretabilityusingExplainableAIforNLPApplications.

HAIMLC701.4

32

12/9

Module5:IntelligentPersonalHealthRecord:Introduction,GuidedsearchforDiseaseInformation,

33

13/9

RecommendingSCA’s,RecommendingHHP’s,

34

14/9

ContinuoususerMonitoring

35

15/9

Module6:FutureofHealthcareusingAI&ML:Evidencebasedmedicine,Personalizedmedicine,Connectedmedicine

HAIMLC701.5

19/9to24/9

MidTermbreak

36

26/9

DigitalHealthandTherapeutics,ConversationalAI,

HAIMLC701.5

37

27/9

VirtualandAugmentedReality,Blockchainforverifyingsupplychain,

HAIMLC701.5

28/9

AnantChaturdashi

2/10

MahatmaGandhiJayanti

38

3/10

PatientRecordAccess,Robotassistedsurgery,Smarthospitals

HAIMLC701.5

39

5/10

CasestudiesonUseofAI&MlonDiseaseriskdisgnosisfrompatientdata,

HAIMLC701.5

CaseStudyPresentation

10/10

UnitTest-2

11/10

UnitTest-2

40

12/10

CasestudiesonAugmentedRealityapplicationsforJuniordoctors.

HAIMLC701.5

CaseStudyPresentation

41

13/10

Assignment2,CourseExitSurvey

Assignment2

42

17/10

RemedialClasses

43

18/10

RemedialClasses

44

19/10

RemedialClasses

Synergy

45

20/10

RemedialClasses

Synergy

30/10

Dashahera

UniversityESEExamination

TextBooks:

ArjunPanesar“MachineLearningandAIforHealthcare”,APress.

ArvinAgah,“MedicalApplicationsofArtificialSystems”,CRCPress.

ReferenceBooks:

ErikR.RanschaertSergeyMorozovPaulR.Algra,“ArtificialIntelligenceinmedicalimaging-Opportunities,ApplicationsandRisks”,Springer.

SergioConsoliDieagoReforgiatoRecuperoMilanPetkovic,“DataScienceforHealthcare-MethodologiesandApplications”,Springe