000			02550nam a2200181Ia 4500
008			240906s9999 xx 000 0 und d
082			_aCEM TH-0457 _bGAN
100			_aGandhi, Jaivik (PCM22145) _998912
245		0	_aMachine learning for weekly work plan generation and enhanced constraint predication in last planner system (Softcopy is also available)
260			_c2024
300			_axviii,98p.
505			_aAbstract I Undertaking Iii Certificate V Acknowledgements Vii Abbreviations Ix Table Of Contents Xi List Of Figures Xiii List Of Tables Xv List Of Appendix Xvii Chapter-1: Introduction 1 1.1 Need For The Study 1 Chapter-2: Literature Review 3 2.1.1 Lean Construction 3 2.1.2 Last Planner System 4 2.1.3 Machine Learning And Lean Construction 5 2.1.4 Application Of Ml In Construction Industry 6 2.1.5 Analysis Of Algorithms In Machine Learning 8 2.1.6 Synthetic Data 9 2.2 Previous Study 11 2.3 Aims And Objectives 11 2.4 Research Methodology For Research 12 Chapter-3: Research Methodology 15 3.1 Analysis Of The Research Methodology 15 3.1.1 Literature Review 16 3.1.2 Current Practices In Lps, Machine Learning And Synthetic Data Generation 16 3.1.3 Data Collection 17 3.1.4 Feature Selection 17 3.1.5 Label Encoding 17 3.1.6 Model For Synthetic Data Generation 17 3.1.7 Developing The Prediction Model 18 Chapter-4: Data Collection 19 4.1 Data Of Super-Speciality Healthcare Project 19 4.2 Constraint Log 19 4.3 Constraints Analysis 20 4.4 Data Collection Summary 21 Chapter-5: Data Analysis 23 5.1 Synthetic Data Generation 23 5.2 Methods Used To Generate The Data 23 5.2.1 Gretel.Ai 23 5.2.2 Mostly.Ai 25 5.2.3 Github (Synthetic Data Vault) 26 5.3 Synthetic Data Generation For Single Activity 26 5.3.1 Development Of The Code For One Activity 27 5.3.2 Final Code For All Activities 30 5.4 Ml Model Preparation For Prediction 33 5.4.1 Importing Various Library 33 5.4.2 Files In Google Drive 34 5.4.3 Training The Model 35 5.5 Ml Model 1(Sgd) 37 5.5.1 Output Of The Model 38 5.5.2 Hyperparameter Tuning 38 5.6 Testing The Model 39 5.6.1 Final Output 40 5.7 Ml Model 2(Multiout Regressor) 45 5.7.1 Output Of The Model 47 Chapter-6: Conclusion 51 6.1 Future Scope 53 References 55 Appendix 61
700			_aDevkar, Ganesh (Guide)
890			_aIndia
891			_a2022 Batch
891			_aConstruction engineering and Management
891			_aFT-PG
999			_c72549 _d72549