AI course in Lahore
Scheduled Week | Module Title | Learning Units | Remarks |
Week 1 | Introduction | Motivational LectureCourse IntroductionSuccess storiesJob marketCourse ApplicationsInstitute/work ethicsIntroduction to Artificial Intelligence A brief history of AIAI terminology State of the art techniquesLabInstallation for python language | |
Week 2 | Machine Learning Fundamentals | What is DataWhat is Machine LearningSupervised vs. Unsupervised learningEvaluationTrain-Test splitValidation | |
Week 3 | Regression | Regression Univariate linear regression Multivariate regression | |
Week 4 | Classification | AlgorithmsKNNNaïve BayesDecision TreesSVMs | |
Week5 | Classification | AlgorithmsDecision TreesSVMs | |
Week 6 | Clustering | ClusteringClassification vs. ClusteringK-means Clustering | |
Week 7 | Time Series Analysis | Time Series AnalysisMLPFeed Forward neural networks | |
Week 8 | Neural Networks | Applications with computer visionClassification and Detection |
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