Offers a comprehensive overview of the application of machine learning tools in data analysis across a wide range of subject areas Teaches readers how to apply machine learning techniques to biomedical signals, financial data, and healthcare data Explores important classification and regression algorithms as well as other machine learning techniques Explains how to use Python to handle data extraction, manipulation, and exploration techniques, as well as how to visualize data spread across multiple dimensions and extract useful features
Offers a comprehensive overview of the application of machine learning tools in data analysis across a wide range of subject areas Teaches readers how to apply machine learning techniques to biomedical signals, financial data, and healthcare data Explores important classification and regression algorithms as well as other machine learning techniques Explains how to use Python to handle data extraction, manipulation, and exploration techniques, as well as how to visualize data spread across multiple dimensions and extract useful featuresHinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Dr. Robert Balmer has worked as an engineer at the Bettis Atomic Power Laboratory and at various DuPont facilities. He has over 40 years of engineering teaching experience and has authored 70 technical publications and¿the Elsevier¿undergraduate engineering textbook Modern Engineering Thermodynamics.
Inhaltsangabe
Part 1: Lead-On 1. What Engineers Do 2. Elements of Engineering Analysis 3. Force and Motion 4. Energy 5. Engineering Economics Part 2: Minds-On 6. Aeronautical Engineering 7. Chemical Engineering 8. Civil Engineering 9. Computer Engineering 11. Industrial Engineering 12. Manufacturing Engineering 14. Mechanical Engineering 15. Nuclear Engineering 16. Bioengineering 17. Electrochemical Engineering 18. Environmental Engineering 19. Green Energy Engineering Part 3: Hands-On 20. Introduction to Mechatronics and Physical Computing 21. Introduction to Engineering Design 22. Design teams 23. Design Step 1: Defining the Problem 24. Design Step 2: Generation of Alternative Concepts 25. Design Step 3: Evaluation of Alternatives and Selection of a Concept 26. Design Step 4: Detailed Design 27. Design Step 5: Design Defense 28. Design Step 6: Manufacturing and Testing 29. Design Step 7: Performance Evaluation 30. Design Step 8: Design Report 31. Examples of Design Competitions 32. Closing Remarks on the Important Role of Design Projects
Part 1: Lead-On 1. What Engineers Do 2. Elements of Engineering Analysis 3. Force and Motion 4. Energy 5. Engineering Economics Part 2: Minds-On 6. Aeronautical Engineering 7. Chemical Engineering 8. Civil Engineering 9. Computer Engineering 11. Industrial Engineering 12. Manufacturing Engineering 14. Mechanical Engineering 15. Nuclear Engineering 16. Bioengineering 17. Electrochemical Engineering 18. Environmental Engineering 19. Green Energy Engineering Part 3: Hands-On 20. Introduction to Mechatronics and Physical Computing 21. Introduction to Engineering Design 22. Design teams 23. Design Step 1: Defining the Problem 24. Design Step 2: Generation of Alternative Concepts 25. Design Step 3: Evaluation of Alternatives and Selection of a Concept 26. Design Step 4: Detailed Design 27. Design Step 5: Design Defense 28. Design Step 6: Manufacturing and Testing 29. Design Step 7: Performance Evaluation 30. Design Step 8: Design Report 31. Examples of Design Competitions 32. Closing Remarks on the Important Role of Design Projects
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