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[ FreeCourseWeb com ] Udemy - No-Code Machine Learning - Practical Guide to Modern ML Tools
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1. Course Introduction, Outline and Key Learning Outcomes
1. Introduction and Welcome Message-en_US.srt
1. Introduction and Welcome Message.mp4
2. Best Practices, Success Tips and Certification-en_US.srt
2. Best Practices, Success Tips and Certification.mp4
3. Artificial Intelligence (AI) and Machine Learning (ML) Super Powers-en_US.srt
3. Artificial Intelligence (AI) and Machine Learning (ML) Super Powers.mp4
4. Machine Learning The Big Picture-en_US.srt
4. Machine Learning The Big Picture.mp4
5. Machine Learning Key Elements (Recipe!)-en_US.srt
5. Machine Learning Key Elements (Recipe!).mp4
6. Course Outline and Key Learning Outcomes-en_US.srt
6. Course Outline and Key Learning Outcomes.mp4
No-Code ML Course Package
Introduction and Key Learning outcomes.pptx
Project 1 University Admission with Google Vertex AI
No-Code ML with Google Vertex.pptx
university_admission.csv
university_admission_inference.xlsx
Project 2 Loan Risk Prediction with DataRobot
No-Code ML With DataRobot.pptx
loan_inference.csv
loan_train.csv
~$No-Code ML With DataRobot.pptx
Project 3 Price Prediction with MS Azure
No-code Machine Learning with MS Azure.pptx
car_sales_data.csv
~$No-code Machine Learning with MS Azure.pptx
2. University Admission Prediction Using Google Vertex AI
1. The Rise of Machine Learning in Higher Education-en_US.srt
1. The Rise of Machine Learning in Higher Education.mp4
2. Machine Learning Regression 101-en_US.srt
2. Machine Learning Regression 101.mp4
3. Google Vertex AI Demo Part 1 Setup and Upload-en_US.srt
3. Google Vertex AI Demo Part 1 Setup and Upload.mp4
4. Google Vertex AI Demo Part 2 Model Training-en_US.srt
4. Google Vertex AI Demo Part 2 Model Training.mp4
5. Machine Learning Regression Models Metrics-en_US.srt
5. Machine Learning Regression Models Metrics.mp4
6. Google Vertex AI Demo Part 3 Test and Deploy Trained Model-en_US.srt
6. Google Vertex AI Demo Part 3 Test and Deploy Trained Model.mp4
7. Recap and Concluding Remarks-en_US.srt
7. Recap and Concluding Remarks.mp4
Reading Material The Rise of Machine Learning in Higher Education.html
3. Bank Loan Risk Prediction Using Data Robot AI
1. Introduction to Machine Learning in FinanceBanking-en_US.srt
1. Introduction to Machine Learning in FinanceBanking.mp4
10. Project Recap and Concluding Remarks-en_US.srt
10. Project Recap and Concluding Remarks.mp4
2. Project Overview Bank Loan Risk Prediction-en_US.srt
2. Project Overview Bank Loan Risk Prediction.mp4
3. Data Robot Demo Part #1 Sign Up and Dataset Upload-en_US.srt
3. Data Robot Demo Part #1 Sign Up and Dataset Upload.mp4
4. Data Robot Demo Part #2 Target Selection & Exploratory Data Analysis-en_US.srt
4. Data Robot Demo Part #2 Target Selection & Exploratory Data Analysis.mp4
5. Data Robot Demo Part #3 Model Training & Feature Importance-en_US.srt
5. Data Robot Demo Part #3 Model Training & Feature Importance.mp4
6. Data Robot Demo Part #4 Confusion Matrix, Precision, Recall, ROC, AUC-en_US.srt
6. Data Robot Demo Part #4 Confusion Matrix, Precision, Recall, ROC, AUC.mp4
7. Data Robot Demo Part #5 Model Assessment-en_US.srt
7. Data Robot Demo Part #5 Model Assessment.mp4
8. Data Robot Demo Part #6 Hyper Parameters Tuning-en_US.srt
8. Data Robot Demo Part #6 Hyper Parameters Tuning.mp4
9. Data Robot Demo Part #7 Model Deployment and Making Inference-en_US.srt
9. Data Robot Demo Part #7 Model Deployment and Making Inference.mp4
Reading Material Machine Learning and AI in the FinanceBanking Industry.html
4. Price Forecasting Using Microsoft Azure Machine Learning Designer
1. Introduction to Machine Learning for Price Prediction-en_US.srt
1. Introduction to Machine Learning for Price Prediction.mp4
10. Project Recap and Concluding Remarks-en_US.srt
10. Project Recap and Concluding Remarks.mp4
2. Project Overview-en_US.srt
2. Project Overview.mp4
3. Microsoft Azure ML Demo Part #1 ML Signup and Studio Launch-en_US.srt
3. Microsoft Azure ML Demo Part #1 ML Signup and Studio Launch.mp4
4. Microsoft Azure ML Demo Part #2 Dataset Creation-en_US.srt
4. Microsoft Azure ML Demo Part #2 Dataset Creation.mp4
5. Microsoft Azure ML Demo Part #3 Build ML Pipeline with ML Azure Designer-en_US.srt
5. Microsoft Azure ML Demo Part #3 Build ML Pipeline with ML Azure Designer.mp4
6. Microsoft Azure ML Demo Part #4 Execute and Test the Pipeline-en_US.srt
6. Microsoft Azure ML Demo Part #4 Execute and Test the Pipeline.mp4
7. Microsoft Azure ML Demo Part #5 Deploy Model and Make Inference-en_US.srt
7. Microsoft Azure ML Demo Part #5 Deploy Model and Make Inference.mp4
8. Mini Project Build and Test Multiple Models-en_US.srt
8. Mini Project Build and Test Multiple Models.mp4
9. Mini Project Solution Build and Test Multiple Models-en_US.srt
9. Mini Project Solution Build and Test Multiple Models.mp4
Reading Material Machine Learning for Price Forecasting.html
5. Conclusion
1. Thanks for Watching!-en_US.srt
1. Thanks for Watching!.mp4
Links to Other Courses.html
6. Appendix
1. Introduction to XG-Boost [Optional LectureAdditional Material]-en_US.srt
1. Introduction to XG-Boost [Optional LectureAdditional Material].mp4
2. What is boosting-en_US.srt
2. What is boosting.mp4
3. Decision trees and ensemble learning-en_US.srt
3. Decision trees and ensemble learning.mp4
4. Gradient Boosting Deep Dive #1 [Optional LectureAdditional Material]-en_US.srt
4. Gradient Boosting Deep Dive #1 [Optional LectureAdditional Material].mp4
5. Gradient Boosting Deep Dive #2 [Optional LectureAdditional Material]-en_US.srt
5. Gradient Boosting Deep Dive #2 [Optional LectureAdditional Material].mp4
6. AWS SageMaker XGBoost-en_US.srt
6. AWS SageMaker XGBoost.mp4
Bonus Resources.txt
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