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Udacity | AI for Healthcare | Nanodegree Program [FCO]

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Udacity | AI for Healthcare | Nanodegree Program [FCO] (Size: 2.44 GB)
  0. Websites you may like
  0. (1Hack.Us) Premium Tutorials-Guides-Articles _ Community based Forum.url 377 B
  1. (FreeCoursesOnline.Me) Download Udacity, Masterclass, Lynda, PHLearn, Pluralsight Free.url 286 B
  3. (FTUApps.com) Download Cracked Developers Applications For Free.url 239 B
  How you can help our Group!.txt 208 B
  Part 01-Module 01-Lesson 01_AI for Healthcare Nanodegree Program Introduction
  01. Welcome To Udacity V2-9QadFJRKrEA.en.vtt 945 B
  01. Welcome To Udacity V2-9QadFJRKrEA.mp4 4.19 MB
  01. Welcome To Udacity V2-9QadFJRKrEA.zh-CN.vtt 959 B
  01. Welcome to Udacity.html 5.58 KB
  02. Welcome To Your Nanodegree Experience V2-gd0Z0S58Y68.en.vtt 2.14 KB
  02. Welcome To Your Nanodegree Experience V2-gd0Z0S58Y68.mp4 8.27 MB
  02. Welcome To Your Nanodegree Experience V2-gd0Z0S58Y68.zh-CN.vtt 2.01 KB
  02. Welcome to the Nanodegree Program Experience.html 5.7 KB
  03. How To Succeed V3-1Vx31C1bw_o.en.vtt 5.56 KB
  03. How To Succeed V3-1Vx31C1bw_o.mp4 24.79 MB
  03. How to Succeed.html 5.29 KB
  index.html 4.38 KB
  Part 01-Module 01-Lesson 02_Nanodegree Career Services
  01. Access the Career Portal.html 7.6 KB
  img.zip 6.6 MB
  index.html 4.14 KB
  Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging
  01. Meet Your Instructor.html 7.26 KB
  01. ND320 C2 L0 01 Meet Your Instructor Video-TahECnjyX3c.en.vtt 1.99 KB
  01. ND320 C2 L0 01 Meet Your Instructor Video-TahECnjyX3c.mp4 8.96 MB
  02. Course Outline.html 7.19 KB
  02. ND320 C2 L0 02 Course Outline Video-8F5Dd79HbYA.en.vtt 1.67 KB
  02. ND320 C2 L0 02 Course Outline Video-8F5Dd79HbYA.mp4 2.48 MB
  03. Lesson Outline.html 7.2 KB
  03. ND320 C2 L0 03 Lesson Outline Video-HfjFBhtgQIc.en.vtt 734 B
  03. ND320 C2 L0 03 Lesson Outline Video-HfjFBhtgQIc.mp4 1.13 MB
  04. Introduction to AI for 2D Medical Imaging.html 6.56 KB
  04. ND320 C2 L0 04 Introduction To AI For 2D Medical Imaging Video-zf1PxuzqT7E.en.vtt 1.39 KB
  04. ND320 C2 L0 04 Introduction To AI For 2D Medical Imaging Video-zf1PxuzqT7E.mp4 4.01 MB
  05. History.html 7.84 KB
  05. ND320 C2 L0 05 History Of AI For Medical Imaging Video-WsTuFTALAeo.en.vtt 1.87 KB
  05. ND320 C2 L0 05 History Of AI For Medical Imaging Video-WsTuFTALAeo.mp4 2.66 MB
  06. Importance of AI.html 6.9 KB
  06. ND320 C2 L0 06 AI For Medical Imaging Is Important Video-8Pg-3b-Xj-w.en.vtt 2.98 KB
  06. ND320 C2 L0 06 AI For Medical Imaging Is Important Video-8Pg-3b-Xj-w.mp4 3.05 MB
  07. ND320 C2 L0 07 When To Use Or Not Use AI In Medical Imaging Video-5WKhw_IijDI.en.vtt 1.75 KB
  07. ND320 C2 L0 07 When To Use Or Not Use AI In Medical Imaging Video-5WKhw_IijDI.mp4 9.19 MB
  07. When to Use AI.html 8.21 KB
  08. Business Stakeholders.html 9.03 KB
  08. ND320 C2 L0 08 Business Stakeholders Video-xFXxo9rb2wQ.en.vtt 1.01 KB
  08. ND320 C2 L0 08 Business Stakeholders Video-xFXxo9rb2wQ.mp4 1.05 MB
  09. ND320 C2 L0 10 Project- Pneumonia Detection From X-Ray Images Video-3W3YTPxL9KI.en.vtt 2.62 KB
  09. ND320 C2 L0 10 Project- Pneumonia Detection From X-Ray Images Video-3W3YTPxL9KI.mp4 7.21 MB
  09. Project Pneumonia Detection from X-Ray Images.html 7.43 KB
  10. ND320 C2 L0 11 Recap Video-9__L2yRyoM8.en.vtt 702 B
  10. ND320 C2 L0 11 Recap Video-9__L2yRyoM8.mp4 660.01 KB
  10. Recap.html 7.2 KB
  11. Good Luck.html 6.18 KB
  11. ND320 C2 L0 12 Good Luck-BxdlbI0TOs8.en.vtt 565 B
  11. ND320 C2 L0 12 Good Luck-BxdlbI0TOs8.mp4 2.26 MB
  img.zip 241.25 KB
  index.html 4.94 KB
  Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging
  01. Clinical Foundations.html 8.23 KB
  01. ND320 C2 L1 01 Clinical Foundations-cj0Mf0ICVEY.en.vtt 444 B
  01. ND320 C2 L1 01 Clinical Foundations-cj0Mf0ICVEY.mp4 1.73 MB
  02. Lesson Outline.html 8.51 KB
  02. ND320 C2 L1 02 Lesson Outline Video-qw3Uyp9aXWs.en.vtt 718 B
  02. ND320 C2 L1 02 Lesson Outline Video-qw3Uyp9aXWs.mp4 1.19 MB
  03. Intuition About 2D Medical Images.html 12.7 KB
  03. ND320 C2 L1 04 Developing Your Intuition About 2D Medical Images Video-oQMS4GpYlxU.en.vtt 4.77 KB
  03. ND320 C2 L1 04 Developing Your Intuition About 2D Medical Images Video-oQMS4GpYlxU.mp4 5.31 MB
  04. Clinical Applications.html 14.91 KB
  04. ND320 C2 L1 05 Clinical Applications Of 2D Imaging Video Pt 1-VqdrQ94c39E.en.vtt 1.81 KB
  04. ND320 C2 L1 05 Clinical Applications Of 2D Imaging Video Pt 1-VqdrQ94c39E.mp4 1.84 MB
  04. ND320 C2 L1 06 Clinical Applications Of 2D Imaging Video Pt 2-nbx4msfjd9k.en.vtt 4.04 KB
  04. ND320 C2 L1 06 Clinical Applications Of 2D Imaging Video Pt 2-nbx4msfjd9k.mp4 5.26 MB
  04. ND320 C2 L1 07 Clinical Applications Of 2D Imaging Video Pt 3-SMJ1oe_tLYU.en.vtt 3.1 KB
  04. ND320 C2 L1 07 Clinical Applications Of 2D Imaging Video Pt 3-SMJ1oe_tLYU.mp4 3.44 MB
  05. Clinical Applications Quizzes.html 11.03 KB
  06. Clinical Applications Exercise.html 9.11 KB
  07. Clinical Applications Exercise Solution.html 8.62 KB
  08. Apply Machine Learning .html 12.07 KB
  08. ND320 C2 L1 10 Machine Learning Applied To 2D Medical Imaging Pt 1-7oNihzu6Xc4.en.vtt 4.12 KB
  08. ND320 C2 L1 10 Machine Learning Applied To 2D Medical Imaging Pt 1-7oNihzu6Xc4.mp4 4.64 MB
  08. ND320 C2 L1 11 Machine Learning Applied To 2D Medical Imaging Pt 2-2NhapgAZjKo.en.vtt 4.38 KB
  08. ND320 C2 L1 11 Machine Learning Applied To 2D Medical Imaging Pt 2-2NhapgAZjKo.mp4 5.25 MB
  08. ND320 C2 L1 12 Machine Learning Applied To 2D Medical Imaging Pt 3-xzS5BlWdbbU.en.vtt 3.98 KB
  08. ND320 C2 L1 12 Machine Learning Applied To 2D Medical Imaging Pt 3-xzS5BlWdbbU.mp4 3.93 MB
  09. Apply Machine Learning Quizzes.html 10.85 KB
  10. Apply Machine Learning Exercise.html 11.06 KB
  11. Apply Machine Learning Exercise Solution.html 9.72 KB
  11. ND320 C2 L1 14 Machine Learning Applied To 2D Medical Imaging Exercise Solution Video-xPm5u306EhY.en.vtt 1.35 KB
  11. ND320 C2 L1 14 Machine Learning Applied To 2D Medical Imaging Exercise Solution Video-xPm5u306EhY.mp4 1.79 MB
  12. ND320 C2 L1 15 Assessing Performance Of Machine Learning Algorithms For 2D Imaging Video-c0gF0BH71Zw.en.vtt 8.36 KB
  12. ND320 C2 L1 15 Assessing Performance Of Machine Learning Algorithms For 2D Imaging Video-c0gF0BH71Zw.mp4 9.74 MB
  12. Performance of ML.html 9.89 KB
  13. Performance of ML Quizzes.html 11.13 KB
  14. Performance of ML Exercise.html 9.4 KB
  15. Performance of ML Exercise Solution.html 8.39 KB
  16. ND320 C2 L1 18 Understanding Key Stakeholders - Clinical-XsdnG9RH0NY.en.vtt 5.04 KB
  16. ND320 C2 L1 18 Understanding Key Stakeholders - Clinical-XsdnG9RH0NY.mp4 5.45 MB
  16. ND320 C2 L1 19 Understanding Key Stakeholders - Industry-JHk1CtVBCVE.en.vtt 3.83 KB
  16. ND320 C2 L1 19 Understanding Key Stakeholders - Industry-JHk1CtVBCVE.mp4 4.25 MB
  16. ND320 C2 L1 20 Understanding Key Stakeholders - Regulatory-mcdWvNZ_BCs.en.vtt 6.71 KB
  16. ND320 C2 L1 20 Understanding Key Stakeholders - Regulatory-mcdWvNZ_BCs.mp4 7.45 MB
  16. Regulatory Landscape.html 11.8 KB
  17. Regulatory Landscape Quizzes.html 11.67 KB
  18. Regulatory Landscape Exercise.html 8.85 KB
  19. ND320 C2 L1 22 Understanding Key Stakeholders Exercise Solution Video-R5MzajI0x5k.en.vtt 2.41 KB
  19. ND320 C2 L1 22 Understanding Key Stakeholders Exercise Solution Video-R5MzajI0x5k.mp4 11.71 MB
  19. Regulatory Landscape Exercise Solution.html 9.05 KB
  20. Final Review.html 8.75 KB
  21. Lesson Conclusion.html 8.89 KB
  21. ND320 C2 L1 23 Lesson Conclusion-rt54OPaOnps.en.vtt 1.92 KB
  21. ND320 C2 L1 23 Lesson Conclusion-rt54OPaOnps.mp4 1.84 MB
  img.zip 2.46 MB
  index.html 6.02 KB
  Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis
  01. DICOM Standard and EDA.html 7.98 KB
  01. ND320 C2 L2 01 The DICOM Standard And Exploratory Data Analysis Of 2D Medical Imaging-XqJXmNdZJ-Y.en.vtt 642 B
  01. ND320 C2 L2 01 The DICOM Standard And Exploratory Data Analysis Of 2D Medical Imaging-XqJXmNdZJ-Y.mp4 2.49 MB
  02. Lesson Outline.html 8.69 KB
  02. ND320 C2 L2 02 Lesson Outline Video-zg6kATakghI.en.vtt 838 B
  02. ND320 C2 L2 02 Lesson Outline Video-zg6kATakghI.mp4 1.39 MB
  03. DICOM Standard.html 11.04 KB
  03. ND320 C2 L2 05 The DICOM Standard And 2D Imaging Video Pt 1-NWnnlPJZqJ8.en.vtt 2.27 KB
  03. ND320 C2 L2 05 The DICOM Standard And 2D Imaging Video Pt 1-NWnnlPJZqJ8.mp4 4.02 MB
  03. ND320 C2 L2 06 The DICOM Standard And 2D Imaging Video Pt 2-yuIF6vo3Ok4.en.vtt 7.28 KB
  03. ND320 C2 L2 06 The DICOM Standard And 2D Imaging Video Pt 2-yuIF6vo3Ok4.mp4 8.96 MB
  04. DICOM Standard Quizzes.html 9.78 KB
  05. DICOM Standard Exercise.html 9.64 KB
  06. DICOM Standard Exercise Solution.html 8.82 KB
  06. ND320 C2 L2 08 The DICOM Standard And 2D Imaging Exercise Solution Video-FxWabMzwkYE.en.vtt 1.76 KB
  06. ND320 C2 L2 08 The DICOM Standard And 2D Imaging Exercise Solution Video-FxWabMzwkYE.mp4 8.87 MB
  07. Explore 2D Imaging Properties.html 9.63 KB
  07. ND320 C2 L2 09 Exploring 2D Imaging Properties Video Pt 1-hP7BaRiPd5M.en.vtt 5.07 KB
  07. ND320 C2 L2 09 Exploring 2D Imaging Properties Video Pt 1-hP7BaRiPd5M.mp4 6.74 MB
  07. ND320 C2 L2 10 Exploring 2D Imaging Properties Video Pt 2-VCn6mDmQreo.en.vtt 3.23 KB
  07. ND320 C2 L2 10 Exploring 2D Imaging Properties Video Pt 2-VCn6mDmQreo.mp4 3.75 MB
  08. Explore 2D Imaging Properties Quizzes.html 10.23 KB
  09. Explore 2D Imaging Properties Exercise.html 9.74 KB
  10. Explore 2D Imaging Properties Exercise Solution.html 8.56 KB
  11. ND320 C2 L2 13 Preparing DICOM Images For Machine Learning Video-UDFKqT0w174.en.vtt 4.6 KB
  11. ND320 C2 L2 13 Preparing DICOM Images For Machine Learning Video-UDFKqT0w174.mp4 5.38 MB
  11. Prepare DICOM Images for ML.html 8.38 KB
  12. Prepare DICOM Images for ML Quizzes.html 10.05 KB
  13. Prepare DICOM Images for ML Exercise.html 9.33 KB
  14. Prepare DICOM Images for ML Exercise Solution.html 8.55 KB
  15. Exploring Population Metadata.html 9.11 KB
  15. ND320 C2 L2 16 Exploring Population Metadata Video-qitPZeqw_BM.en.vtt 4.68 KB
  15. ND320 C2 L2 16 Exploring Population Metadata Video-qitPZeqw_BM.mp4 5.35 MB
  16. Exploring Population Metadata Quizzes.html 10.21 KB
  17. Exploring Population Metadata Exercise.html 9.56 KB
  18. Exploring Population Metadata Exercise Solution.html 8.54 KB
  19. Edge Case.html 9.88 KB
  19. ND320 C2 L2 18 Edge Case- Microscopy Data Video-KFiTvwderHw.en.vtt 1.5 KB
  19. ND320 C2 L2 18 Edge Case- Microscopy Data Video-KFiTvwderHw.mp4 1.61 MB
  20. Final Review.html 8.48 KB
  21. Lesson Conclusion.html 9.86 KB
  21. ND320 C2 L2 19 Lesson Conclusion-JWyC76MBA_M.en.vtt 2.37 KB
  21. ND320 C2 L2 19 Lesson Conclusion-JWyC76MBA_M.mp4 3.65 MB
  img.zip 200.97 KB
  index.html 6.13 KB
  Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images
  01. Models for Classification of 2D Medical Images.html 9.59 KB
  01. ND320 C2 L3 01 Developing Models For Classification Of 2D Medical Images Video-SNS2VdIjNpI.en.vtt 881 B
  01. ND320 C2 L3 01 Developing Models For Classification Of 2D Medical Images Video-SNS2VdIjNpI.mp4 3.77 MB
  02. Lesson Outline.html 9.93 KB
  02. ND320 C2 L3 02 Lesson Outline Video-mIgHpAbiEJE.en.vtt 1.45 KB
  02. ND320 C2 L3 02 Lesson Outline Video-mIgHpAbiEJE.mp4 1.35 MB
  03. Big Picture.html 9.68 KB
  03. ND320 C2 L3 03 Big Picture Video-J73Gsx04OCc.en.vtt 956 B
  03. ND320 C2 L3 03 Big Picture Video-J73Gsx04OCc.mp4 4.38 MB
  04. Intuition about Classification Model Development.html 10.15 KB
  04. ND320 C2 L3 04 Developing Your Intuition About Classification Model Development Video-TtBz1XCXdzA.en.vtt 986 B
  04. ND320 C2 L3 04 Developing Your Intuition About Classification Model Development Video-TtBz1XCXdzA.mp4 4.67 MB
  05. Differentiate Between Models.html 12.53 KB
  05. ND320 C2 L3 05 Differentiating Between Types Of Models Walkthrough Pt 1-nRqfnjPO8X8.en.vtt 5.91 KB
  05. ND320 C2 L3 05 Differentiating Between Types Of Models Walkthrough Pt 1-nRqfnjPO8X8.mp4 6.24 MB
  05. ND320 C2 L3 06 Differentiating Between Types Of Models Walkthrough Pt 2-0JGyf23SrZU.en.vtt 2.99 KB
  05. ND320 C2 L3 06 Differentiating Between Types Of Models Walkthrough Pt 2-0JGyf23SrZU.mp4 3.14 MB
  05. ND320 C2 L3 07 Differentiating Between Types Of Models Walkthrough Pt 3-WblSZZgZEOQ.en.vtt 4.37 KB
  05. ND320 C2 L3 07 Differentiating Between Types Of Models Walkthrough Pt 3-WblSZZgZEOQ.mp4 5.24 MB
  06. Differentiate Between Models Quizzes.html 11.71 KB
  07. Differentiate Between Models Exercise.html 10.71 KB
  08. Differentiate Between Models Exercise Solution.html 11.93 KB
  08. ND320 C2 L3 08 Differentiating Between Types Of Models Exercise Solution Video-dGrp1mlL3Bk.en.vtt 2.17 KB
  08. ND320 C2 L3 08 Differentiating Between Types Of Models Exercise Solution Video-dGrp1mlL3Bk.mp4 2.54 MB
  09. ND320 C2 L3 09 Splitting Your Dataset For Model Development Walkthrough-cOnrDodXOxo.en.vtt 6.63 KB
  09. ND320 C2 L3 09 Splitting Your Dataset For Model Development Walkthrough-cOnrDodXOxo.mp4 6.5 MB
  09. Split Dataset for Model Development.html 11.8 KB
  10. Split Dataset for Model Development Quizzes.html 12.52 KB
  11. Split Dataset for Model Development Exercise.html 11.51 KB
  12. Split Dataset for Model Development Exercise Solution.html 10.1 KB
  13. ND320 C2 L3 11 Obtaining A Gold Standard Walkthrough Pt 1-I7MNFTnFZjA.en.vtt 4.86 KB
  13. ND320 C2 L3 11 Obtaining A Gold Standard Walkthrough Pt 1-I7MNFTnFZjA.mp4 4.97 MB
  13. ND320 C2 L3 11.1 Obtaining A Gold Standard Walkthrough Pt 2-Y1YtgNaJUwA.en.vtt 6.35 KB
  13. ND320 C2 L3 11.1 Obtaining A Gold Standard Walkthrough Pt 2-Y1YtgNaJUwA.mp4 6.45 MB
  13. Obtaining a Gold Standard.html 11.45 KB
  14. Obtaining a Gold Standard Quizzes.html 11.91 KB
  15. Obtaining a Gold Standard Exercise.html 11.36 KB
  16. Obtaining a Gold Standard Exercise Solution.html 10.06 KB
  17. Image Pre-processing for Model Training.html 11.63 KB
  17. ND320 C2 L3 13 Image Pre-Processing For Model Training Walkthrough-B7yst-GFLXY.en.vtt 9.53 KB
  17. ND320 C2 L3 13 Image Pre-Processing For Model Training Walkthrough-B7yst-GFLXY.mp4 10.66 MB
  18. Image Pre-processing for Model Training Quizzes.html 11.36 KB
  19. Image Pre-processing for Model Training Exercise.html 11.26 KB
  20. Image Pre-processing for Model Training Exercise Solution.html 11.05 KB
  20. ND320 C2 L3 14 Image Pre-Processing For Model Training Exercise Solution Video-eeGUYyYukm8.en.vtt 1.63 KB
  20. ND320 C2 L3 14 Image Pre-Processing For Model Training Exercise Solution Video-eeGUYyYukm8.mp4 1.99 MB
  21. Fine-tuning CNNs for Classification.html 12 KB
  21. ND320 C2 L3 15 Fine-Tuning CNNs For 2D Medical Image Classification Walkthrough Pt 1-K9OnKsO9Wj4.en.vtt 5.24 KB
  21. ND320 C2 L3 15 Fine-Tuning CNNs For 2D Medical Image Classification Walkthrough Pt 1-K9OnKsO9Wj4.mp4 6.17 MB
  21. ND320 C2 L3 16 Fine-Tuning CNNs For 2D Medical Image Classification Walkthrough Pt 2-5N2yR83RTG0.en.vtt 3.71 KB
  21. ND320 C2 L3 16 Fine-Tuning CNNs For 2D Medical Image Classification Walkthrough Pt 2-5N2yR83RTG0.mp4 4.69 MB
  22. Fine-tuning CNNs for Classification Quizzes.html 11.53 KB
  23. Fine-tuning CNNs for Classification Exercise.html 11.34 KB
  24. Fine-tuning CNNs for Classification Exercise Solution.html 10.1 KB
  25. Evaluating Your Model.html 13.3 KB
  25. ND320 C2 L3 18 Evaluating Your Model Walkthrough Pt 1-LEvBfBersuE.en.vtt 4.14 KB
  25. ND320 C2 L3 18 Evaluating Your Model Walkthrough Pt 1-LEvBfBersuE.mp4 4.11 MB
  25. ND320 C2 L3 19 Evaluating Your Model Walkthrough Pt 2-JPUNuZP564Y.en.vtt 3.98 KB
  25. ND320 C2 L3 19 Evaluating Your Model Walkthrough Pt 2-JPUNuZP564Y.mp4 3.64 MB
  26. Evaluating Your Model Quizzes.html 11.69 KB
  27. Evaluating Your Model Exercise.html 10.86 KB
  28. Evaluating Your Model Exercise Solution.html 10.02 KB
  29. Final Review.html 10.59 KB
  30. Lesson Conclusion.html 10.68 KB
  30. ND320 C2 L3 22 Lesson Conclusion-HvY3ibMRetY.en.vtt 2.66 KB
  30. ND320 C2 L3 22 Lesson Conclusion-HvY3ibMRetY.mp4 2.63 MB
  img.zip 1.12 MB
  index.html 7.43 KB
  Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA
  01. ND320 C2 L4 01 Translating Your Algorithm Into A Clinical Setting With The FDA-YBElx0lBnOk.en.vtt 784 B
  01. ND320 C2 L4 01 Translating Your Algorithm Into A Clinical Setting With The FDA-YBElx0lBnOk.mp4 3.08 MB
  01. Translating Algorithm into a Clinical Setting with the FDA .html 8.46 KB
  02. Lesson Outline.html 8.85 KB
  02. ND320 C2 L4 02 Lesson Outline Video-47PiR8U2Td4.en.vtt 780 B
  02. ND320 C2 L4 02 Lesson Outline Video-47PiR8U2Td4.mp4 1.29 MB
  03. Big Picture.html 8.11 KB
  03. ND320 C2 L4 03 Big Picture Video-AV1cBTAReCY.en.vtt 1.93 KB
  03. ND320 C2 L4 03 Big Picture Video-AV1cBTAReCY.mp4 5.75 MB
  04. Intended Use and Indications for Use.html 10.43 KB
  04. ND320 C2 L4 05 Intended Use And Indications For Use Walkthrough Pt 1-aNl6MP1TNNk.en.vtt 4.92 KB
  04. ND320 C2 L4 05 Intended Use And Indications For Use Walkthrough Pt 1-aNl6MP1TNNk.mp4 6.44 MB
  04. ND320 C2 L4 06 Intended Use And Indications For Use Walkthrough Pt 2-nY0Kf_pXzPY.en.vtt 7.79 KB
  04. ND320 C2 L4 06 Intended Use And Indications For Use Walkthrough Pt 2-nY0Kf_pXzPY.mp4 8.95 MB
  04. ND320 C2 L4 07 Intended Use And Indications For Use Walkthrough Pt 3-j3v_wjG9GPI.en.vtt 4.17 KB
  04. ND320 C2 L4 07 Intended Use And Indications For Use Walkthrough Pt 3-j3v_wjG9GPI.mp4 4.25 MB
  05. Intended Use and Clinical Impact Quizzes.html 10.78 KB
  06. Intended Use and Clinical Impact Exercise.html 9.94 KB
  07. Intended Use and Clinical Impact Exercise Solution.html 8.89 KB
  08. Algorithmic Limitations.html 9.78 KB
  08. ND320 C2 L4 09 Algorithmic Limitations Walkthrough-2_TffCcvthY.en.vtt 7.45 KB
  08. ND320 C2 L4 09 Algorithmic Limitations Walkthrough-2_TffCcvthY.mp4 7.58 MB
  09. Algorithmic Limitations Quizzes.html 10.45 KB
  10. Algorithmic Limitations Exercise.html 9.63 KB
  11. Algorithmic Limitations Exercise Solution.html 8.87 KB
  12. ND320 C2 L4 11 Translate Performance Statistics Into Clinical Utility Walkthrough Pt 1-uzO_dx7nzeQ.en.vtt 8.36 KB
  12. ND320 C2 L4 11 Translate Performance Statistics Into Clinical Utility Walkthrough Pt 1-uzO_dx7nzeQ.mp4 9.06 MB
  12. ND320 C2 L4 12 Translate Performance Statistics Into Clinical Utility Walkthrough Pt 2-7O2wX27ZTs8.en.vtt 6.04 KB
  12. ND320 C2 L4 12 Translate Performance Statistics Into Clinical Utility Walkthrough Pt 2-7O2wX27ZTs8.mp4 7.18 MB
  12. Translate Performance into Clinical Utility.html 12.18 KB
  13. Translate Performance into Clinical Utility Quizzes.html 10.76 KB
  14. Translate Performance into Clinical Utility Exercise.html 10.27 KB
  15. Translate Performance into Clinical Utility Solution.html 8.91 KB
  16. Designing an FDA Validation Plan.html 10.37 KB
  16. ND320 C2 L4 14 Designing An FDA Validation Plan Walkthrough-qCBH4bEEgDQ.en.vtt 9.47 KB
  16. ND320 C2 L4 14 Designing An FDA Validation Plan Walkthrough-qCBH4bEEgDQ.mp4 10.03 MB
  17. Designing an FDA Validation Plan Quizzes.html 10.33 KB
  18. Designing an FDA Validation Plan Exercise.html 10.55 KB
  19. Designing an FDA Validation Plan Exercise Solution.html 9.48 KB
  19. ND320 C2 L4 15 Designing An FDA Validation Plan Exercise Solution Video-KoKfda3UzWg.en.vtt 1.83 KB
  19. ND320 C2 L4 15 Designing An FDA Validation Plan Exercise Solution Video-KoKfda3UzWg.mp4 8.92 MB
  20. Final Review.html 8.3 KB
  21. Lesson Conclusion.html 9.05 KB
  21. ND320 C2 L4 17 Lesson Conclusion Video-RA55OpH2uY8.en.vtt 1.99 KB
  21. ND320 C2 L4 17 Lesson Conclusion Video-RA55OpH2uY8.mp4 5.96 MB
  img.zip 259.39 KB
  index.html 6.49 KB
  Part 02-Module 01-Lesson 06_Project Pneumonia Detection from Chest X-Rays
  01. Project Overview.html 7.91 KB
  02. Starting the project.html 7.51 KB
  03. Submitting the project.html 6.87 KB
  04. Jupyter GPU Workspace.html 6.36 KB
  Project Description - Pneumonia Detection From Chest X-Rays.html 6.71 KB
  Project Rubric - Pneumonia Detection From Chest X-Rays.html 13.27 KB
  index.html 4.7 KB
  Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging
  01. ND320 C3 Course Intro-K_8FLF8bwho.en.vtt 875 B
  01. ND320 C3 Course Intro-K_8FLF8bwho.mp4 2.94 MB
  01. Welcome to the Course.html 8.56 KB
  02. ND320 C3 L0 02 Who Is AI Engineer- What Is AI For 3D Med Imaging--JgmyZSxsxbM.en.vtt 5.53 KB
  02. ND320 C3 L0 02 Who Is AI Engineer- What Is AI For 3D Med Imaging--JgmyZSxsxbM.mp4 15.54 MB
  02. What is AI for 3D medical imaging.html 8.99 KB
  03. ND320 C3 L0 04 Historical Context-Xd2DpP7VKag.en.vtt 4.09 KB
  03. ND320 C3 L0 04 Historical Context-Xd2DpP7VKag.mp4 9.93 MB
  03. What is the historical context for 3D medical imaging.html 8.01 KB
  04. ND320 C3 L0 05 State Of AI For Med Imaging-TBkMWYPKv7Y.en.vtt 3.88 KB
  04. ND320 C3 L0 05 State Of AI For Med Imaging-TBkMWYPKv7Y.mp4 7.46 MB
  04. Why is AI for 3D med imaging important.html 9.5 KB
  05. Course Content.html 10.68 KB
  05. ND320 C3 L0 03 Course Content-dGJpV_SPGts.en.vtt 11.02 KB
  05. ND320 C3 L0 03 Course Content-dGJpV_SPGts.mp4 15.98 MB
  06. ND320 C3 L0 06 Tools Used In The Course-aF1htPzHlTQ.en.vtt 2.64 KB
  06. ND320 C3 L0 06 Tools Used In The Course-aF1htPzHlTQ.mp4 17.32 MB
  06. Relevant tools.html 12.12 KB
  07. Let’s get started!.html 6.3 KB
  07. ND320 C3 L0 07 Summary Of The Introduction-SMJwx5H2NfE.en.vtt 781 B
  07. ND320 C3 L0 07 Summary Of The Introduction-SMJwx5H2NfE.mp4 3.77 MB
  img.zip 2.01 MB
  index.html 4.75 KB
  Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals
  01. Introduction.html 10.13 KB
  01. ND320 C3 L1 01 Welcome To The Lesson _ Overview-e_tZLickMSY.en.vtt 1.33 KB
  01. ND320 C3 L1 01 Welcome To The Lesson _ Overview-e_tZLickMSY.mp4 3.31 MB
  02. ND320 C3 L1 02 What Are 3D Medical Images--dB42CFoCWIA.en.vtt 7.02 KB
  02. ND320 C3 L1 02 What Are 3D Medical Images--dB42CFoCWIA.mp4 17.45 MB
  02. What are 3D Medical Images.html 10.05 KB
  03. ND320 C3 L1 03 Why Use 3D Medical Images--wqHedjEWPjI.en.vtt 9.99 KB
  03. ND320 C3 L1 03 Why Use 3D Medical Images--wqHedjEWPjI.mp4 12.43 MB
  03. Why use 3D Medical Images.html 10.16 KB
  04. ND320 C3 L1 04 Who Uses 3D Medical Images--jWNmHfbOIb4.en.vtt 5.04 KB
  04. ND320 C3 L1 04 Who Uses 3D Medical Images--jWNmHfbOIb4.mp4 10.74 MB
  04. Who uses 3D Medical Images.html 9.88 KB
  05. Example Clinical Scenario.html 11.83 KB
  05. ND320 C3 L1 05 Example Clinical Scenario 1-BA7lAQiDA6k.en.vtt 7.58 KB
  05. ND320 C3 L1 05 Example Clinical Scenario 1-BA7lAQiDA6k.mp4 14.01 MB
  05. ND320 C3 L1 06 Example Clinical Scenario 2-OEpr6ONXW8E.en.vtt 9.86 KB
  05. ND320 C3 L1 06 Example Clinical Scenario 2-OEpr6ONXW8E.mp4 12.89 MB
  06. Exercise 1 Choosing a Clinical Problem.html 11.94 KB
  07. Exercise 1 Solution.html 9.85 KB
  08. Clinical Section Outro.html 8.01 KB
  08. ND320 C3 L1 07 Mazen Outro--HS5lxHHSfg.en.vtt 706 B
  08. ND320 C3 L1 07 Mazen Outro--HS5lxHHSfg.mp4 2.38 MB
  09. ND320 C3 L1 08 Ivan Intro-3uoHmcjruzQ.en.vtt 2.41 KB
  09. ND320 C3 L1 08 Ivan Intro-3uoHmcjruzQ.mp4 10.45 MB
  09. ND320 C3 L1 09 Physical Principles Of CT Scanner-VOQZng6b9Vo.en.vtt 5.1 KB
  09. ND320 C3 L1 09 Physical Principles Of CT Scanner-VOQZng6b9Vo.mp4 9.77 MB
  09. Physical Principles of CT Scanners.html 12.54 KB
  10. Exercise 2 Computing a Sinogram.html 10.14 KB
  10. ND320 C3 L1 10 Exercise- Compute A Sinogram - Intro-Ch0gnb4sGiY.en.vtt 377 B
  10. ND320 C3 L1 10 Exercise- Compute A Sinogram - Intro-Ch0gnb4sGiY.mp4 1.34 MB
  10. ND320 C3 L1 10.1 Exercise- CT Backprojection Solution Walkthrough-qULC4H62aig.en.vtt 13.84 KB
  10. ND320 C3 L1 10.1 Exercise- CT Backprojection Solution Walkthrough-qULC4H62aig.mp4 40.12 MB
  11. Exercise 2 Solution.html 9.26 KB
  11. ND320 C3 L1 11 Exercise- Compute A Sinogram - Solution-wsxt6ZxCRYs.en.vtt 1.92 KB
  11. ND320 C3 L1 11 Exercise- Compute A Sinogram - Solution-wsxt6ZxCRYs.mp4 3.91 MB
  12. CT Scanners Summary.html 12.04 KB
  12. ND320 C3 L1 12 CT Scanners- Exercise Summary, Hounsfield Units-h6sXx2wziXE.en.vtt 3.47 KB
  12. ND320 C3 L1 12 CT Scanners- Exercise Summary, Hounsfield Units-h6sXx2wziXE.mp4 8.94 MB
  13. ND320 C3 L1 13 Physical Principles Of MR Scanners-R_erN8yoQCQ.en.vtt 2.37 KB
  13. ND320 C3 L1 13 Physical Principles Of MR Scanners-R_erN8yoQCQ.mp4 7.03 MB
  13. Physical Principles of MR Scanners.html 9.34 KB
  14. MRI Gradients _ RF Pulses.html 12.7 KB
  14. ND320 C3 L1 13.1 Gradients And RF Pulses-Tz_8uV0MIjQ.en.vtt 3.53 KB
  14. ND320 C3 L1 13.1 Gradients And RF Pulses-Tz_8uV0MIjQ.mp4 3.59 MB
  15. MRI K-space, Reconstruction, T1 and T2.html 13.03 KB
  15. ND320 C3 L1 14 K-Space, Reconstruction, T1 And T2 Sequences-G-VNEofjQaI.en.vtt 6.07 KB
  15. ND320 C3 L1 14 K-Space, Reconstruction, T1 And T2 Sequences-G-VNEofjQaI.mp4 8.01 MB
  16. MR Scanners Summary.html 11.09 KB
  16. ND320 C3 L1 15 MRI Summary-PjJWKGkEr-4.en.vtt 2.65 KB
  16. ND320 C3 L1 15 MRI Summary-PjJWKGkEr-4.mp4 16.05 MB
  17. Common 3D imaging data tasks.html 8.53 KB
  17. ND320 C3 L1 16 Common 3D Imaging Data Tasks - Intro-ukhHF9rtzTE.en.vtt 378 B
  17. ND320 C3 L1 16 Common 3D Imaging Data Tasks - Intro-ukhHF9rtzTE.mp4 1.43 MB
  18. 3D Imaging Tasks Windowing.html 10.15 KB
  18. ND320 C3 L1 16.1 Common 3D Imaging Data Tasks - Windowing-ieW5Lf0EqLw.en.vtt 1.52 KB
  18. ND320 C3 L1 16.1 Common 3D Imaging Data Tasks - Windowing-ieW5Lf0EqLw.mp4 2.28 MB
  19. 3D Imaging Tasks MPR.html 9.79 KB
  19. ND320 C3 L1 16.2 Common 3D Imaging Data Tasks - Multi-Planar Reconstruct-UqS55yUuMUk.en.vtt 1.84 KB
  19. ND320 C3 L1 16.2 Common 3D Imaging Data Tasks - Multi-Planar Reconstruct-UqS55yUuMUk.mp4 3.75 MB
  20. 3D Imaging Tasks 3D Reconstruction.html 11.41 KB
  20. ND320 C3 L1 16.3 Common 3D Imaging Data Tasks - 3d Reconstruct-_pjKdwndpZ8.en.vtt 3.02 KB
  20. ND320 C3 L1 16.3 Common 3D Imaging Data Tasks - 3d Reconstruct-_pjKdwndpZ8.mp4 10.09 MB
  21. 3D Imaging Tasks Registration.html 10.3 KB
  21. ND320 C3 L1 16.4 Common 3D Imaging Data Tasks - Registration-OexOaHsHkwA.en.vtt 2.92 KB
  21. ND320 C3 L1 16.4 Common 3D Imaging Data Tasks - Registration-OexOaHsHkwA.mp4 4.05 MB
  21. ND320 C3 L1 16.5 Common 3D Imaging Data Tasks - Outro-yvLRj8vd9ms.en.vtt 1.07 KB
  21. ND320 C3 L1 16.5 Common 3D Imaging Data Tasks - Outro-yvLRj8vd9ms.mp4 2.24 MB
  22. Exercise 3 Volumetric Rendering.html 9.17 KB
  22. ND320 C3 L1 17 Exercise Intro-oqsqRDqbJh4.en.vtt 586 B
  22. ND320 C3 L1 17 Exercise Intro-oqsqRDqbJh4.mp4 519.46 KB
  23. Exercise 3 Solution.html 8.77 KB
  23. ND320 C3 L1 18 Exercise - Volumetric Rendering Solution Walkthrough-OapVS7XeJwo.en.vtt 13.81 KB
  23. ND320 C3 L1 18 Exercise - Volumetric Rendering Solution Walkthrough-OapVS7XeJwo.mp4 23.34 MB
  24. 3D Imaging Tasks Summary.html 11.56 KB
  25. Lesson Summary.html 10.4 KB
  25. ND320 C3 L1 19 Lesson Outro-LfswIFRepUU.en.vtt 1.55 KB
  25. ND320 C3 L1 19 Lesson Outro-LfswIFRepUU.mp4 9.38 MB
  img.zip 2.47 MB
  index.html 6.37 KB
  Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis
  01. Introduction.html 9.19 KB
  01. ND320 C3 L2 01 Welcome To The Lesson _ Overview-YgCkbjnoxzw.en.vtt 1.21 KB
  01. ND320 C3 L2 01 Welcome To The Lesson _ Overview-YgCkbjnoxzw.mp4 7.32 MB
  02. ND320 C3 L2 02 DICOM Basics-CEA1nxifMes.en.vtt 5.41 KB
  02. ND320 C3 L2 02 DICOM Basics-CEA1nxifMes.mp4 12.87 MB
  02. The DICOM Standard.html 12.63 KB
  03. Anatomy of DICOM Datasets.html 12.59 KB
  03. ND320 C3 L2 03 Anatomy Of DICOM File-F1wMgUxwPbE.en.vtt 22.52 KB
  03. ND320 C3 L2 03 Anatomy Of DICOM File-F1wMgUxwPbE.mp4 61.45 MB
  04. ND320 C3 L2 04 Anatomy Of NIFTI File-j70WDviBTaw.en.vtt 4.8 KB
  04. ND320 C3 L2 04 Anatomy Of NIFTI File-j70WDviBTaw.mp4 8.68 MB
  04. NIFTI File Format.html 10.72 KB
  05. ND320 C3 L2 05 Viewing Images Pt 1-r3KFUtWvVco.en.vtt 2.57 KB
  05. ND320 C3 L2 05 Viewing Images Pt 1-r3KFUtWvVco.mp4 7.43 MB
  05. ND320 C3 L2 05.1 Viewing Images Pt 2-vzHwJztSyt8.en.vtt 5.2 KB
  05. ND320 C3 L2 05.1 Viewing Images Pt 2-vzHwJztSyt8.mp4 11.03 MB
  05. Viewing 3D Medical Images.html 9.12 KB
  06. Exercise 1 Load Image.html 11.05 KB
  07. Important Parameters of 3D Medical Images.html 13.22 KB
  07. ND320 C3 L2 06 Important Parameters Of 3D Medical Images--16DOQebcfY.en.vtt 9.28 KB
  07. ND320 C3 L2 06 Important Parameters Of 3D Medical Images--16DOQebcfY.mp4 15.91 MB
  08. Basic DICOM Volume EDA.html 13.01 KB
  08. ND320 C3 L2 07 Basic DICOM Volume EDA-WArVyluv3kM.en.vtt 21.72 KB
  08. ND320 C3 L2 07 Basic DICOM Volume EDA-WArVyluv3kM.mp4 46.1 MB
  09. Exercise 2 3D Volume MPR.html 8.5 KB
  10. Basic 3D DICOM Dataset EDA.html 10.53 KB
  10. ND320 C3 L2 08 Volume Dataset EDA-U9Up7KUeNuw.en.vtt 22.63 KB
  10. ND320 C3 L2 08 Volume Dataset EDA-U9Up7KUeNuw.mp4 41.42 MB
  11. Exercise 3 3D Dataset EDA and Curation.html 7.93 KB
  12. Lesson Summary.html 11.96 KB
  12. ND320 C3 L2 09 Summary Of The 3D Imaging EDA Lesson-6jhBwYM--Fc.en.vtt 2.09 KB
  12. ND320 C3 L2 09 Summary Of The 3D Imaging EDA Lesson-6jhBwYM--Fc.mp4 11.61 MB
  img.zip 307.72 KB
  index.html 5.11 KB
  Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications
  01. Introduction.html 10.93 KB
  01. ND320 C3 L3 01 Welcome To The Lesson _ Overview-EKyT8xP5lqc.en.vtt 3.03 KB
  01. ND320 C3 L3 01 Welcome To The Lesson _ Overview-EKyT8xP5lqc.mp4 12.8 MB
  02. Classification.html 11.47 KB
  02. ND320 C3 L3 02 Classification And Object Detection Problems-M59z9er-w_E.en.vtt 6.02 KB
  02. ND320 C3 L3 02 Classification And Object Detection Problems-M59z9er-w_E.mp4 9.94 MB
  03. Methods for Feature Extraction.html 10.83 KB
  03. ND320 C3 L3 03 Methods For Feature Extraction-bqrpWKXTps8.en.vtt 9.12 KB
  03. ND320 C3 L3 03 Methods For Feature Extraction-bqrpWKXTps8.mp4 12.61 MB
  04. Exercise 1 Fun with Convolutions.html 9.68 KB
  04. ND320 C3 L3 03.1 Exercise- Convolutions-EigHNL2UkGQ.en.vtt 16.25 KB
  04. ND320 C3 L3 03.1 Exercise- Convolutions-EigHNL2UkGQ.mp4 36.11 MB
  05. Classification Summary.html 9.56 KB
  06. ND320 C3 L3 05 Segmentation Problems--pLpFynZiiGk.en.vtt 6.78 KB
  06. ND320 C3 L3 05 Segmentation Problems--pLpFynZiiGk.mp4 16.93 MB
  06. Segmentation.html 8.71 KB
  07. ND320 C3 L3 06 Segmentation Methods-dKXvycB7d7k.en.vtt 3.49 KB
  07. ND320 C3 L3 06 Segmentation Methods-dKXvycB7d7k.mp4 9.71 MB
  07. Segmentation Methods.html 9.43 KB
  08. Exercise 2 Segmentation Hands On.html 11.21 KB
  09. Creating Ground Truth For Segmentation.html 9.54 KB
  09. ND320 C3 L3 07 Creating Ground Truth For Segmentation-bRaBYLk0dpQ.en.vtt 5.91 KB
  09. ND320 C3 L3 07 Creating Ground Truth For Segmentation-bRaBYLk0dpQ.mp4 24.23 MB
  10. Evaluating Performance as Data Scientist.html 9.55 KB
  10. ND320 C3 L3 08 Performance Evaluation - Data Scientist Perspective-5IaZNkLiGKY.en.vtt 11.99 KB
  10. ND320 C3 L3 08 Performance Evaluation - Data Scientist Perspective-5IaZNkLiGKY.mp4 14.33 MB
  11. Evaluating Performance as a Clinician.html 9.83 KB
  11. ND320 C3 L3 09 Performance Evaluation-18c8fjD-EBQ.en.vtt 6.44 KB
  11. ND320 C3 L3 09 Performance Evaluation-18c8fjD-EBQ.mp4 15.03 MB
  12. Exercise 3 Measuring Performance.html 9.7 KB
  13. Lesson Summary and Looking Beyond.html 15.53 KB
  13. ND320 C3 L3 10 Summary-rOizCQRtcNk.en.vtt 3.24 KB
  13. ND320 C3 L3 10 Summary-rOizCQRtcNk.mp4 10 MB
  img.zip 309.13 KB
  index.html 5.36 KB
  Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios
  01. Introduction.html 10.15 KB
  01. ND320 C3 L4 01 Welcome To The Lesson _ Overview-1Rd11bAqJGM.en.vtt 4.33 KB
  01. ND320 C3 L4 01 Welcome To The Lesson _ Overview-1Rd11bAqJGM.mp4 14.8 MB
  02. DICOM Networking Introduction.html 9.68 KB
  02. ND320 C3 L4 02 Clinical Networks And Integration Points (DICOM)-m3gYHR9WXwI.en.vtt 3.74 KB
  02. ND320 C3 L4 02 Clinical Networks And Integration Points (DICOM)-m3gYHR9WXwI.mp4 11.24 MB
  03. DICOM Networking Services.html 9.85 KB
  03. ND320 C3 L4 03 Clinical Networks And Integration Points (DISME)-45hRHj8n6KU.en.vtt 12.46 KB
  03. ND320 C3 L4 03 Clinical Networks And Integration Points (DISME)-45hRHj8n6KU.mp4 36.25 MB
  04. Clinical Networks.html 10.77 KB
  04. ND320 C3 L4 04 Clinical Networks And Integration Points (Clinical Systems)-nRLaW3vrNHs.en.vtt 9.13 KB
  04. ND320 C3 L4 04 Clinical Networks And Integration Points (Clinical Systems)-nRLaW3vrNHs.mp4 17.6 MB
  04. ND320 C3 L4 05 Clinical Networks And Integration Points (AI Integration)-dm8Ip8u7wfg.en.vtt 5.85 KB
  04. ND320 C3 L4 05 Clinical Networks And Integration Points (AI Integration)-dm8Ip8u7wfg.mp4 12.12 MB
  05. ND320 C3 L4 06 Requirements For Integration Of AI Algo-_nQP7fu5QPU.en.vtt 7.11 KB
  05. ND320 C3 L4 06 Requirements For Integration Of AI Algo-_nQP7fu5QPU.mp4 32.38 MB
  05. Requirements for Integration.html 11.51 KB
  06. Clinical Network Architecture Summary.html 10.14 KB
  07. ND320 C3 L4 07 Why Tools--DJdgSOAzv5Y.en.vtt 870 B
  07. ND320 C3 L4 07 Why Tools--DJdgSOAzv5Y.mp4 3.53 MB
  07. Tools of the Trade - Intro.html 7.97 KB
  08. ND320 C3 L4 09 Scripting-l5PizNCrQkM.en.vtt 10.5 KB
  08. ND320 C3 L4 09 Scripting-l5PizNCrQkM.mp4 34.79 MB
  08. Tools of the Trade - Scripting.html 10.31 KB
  09. Exercise 1 Scripting for DICOM Networks.html 9.84 KB
  10. ND320 C3 L4 08 Radiologist_S Tools-xHoV0MZlGHw.en.vtt 8.94 KB
  10. ND320 C3 L4 08 Radiologist_S Tools-xHoV0MZlGHw.mp4 30.3 MB
  10. Tools of the Trade - A Radiologists in Action.html 10.66 KB
  11. ND320 C3 L4 10 Viewing - Web-zyALJQ7hNjI.en.vtt 4.17 KB
  11. ND320 C3 L4 10 Viewing - Web-zyALJQ7hNjI.mp4 17.57 MB
  11. Tools of the Trade - Viewers - OHIF.html 9.28 KB
  12. ND320 C3 L4 11 Viewing - Slicer-5tPt6OMnL10.en.vtt 15.71 KB
  12. ND320 C3 L4 11 Viewing - Slicer-5tPt6OMnL10.mp4 32.86 MB
  12. Tools of the Trade - Viewers - 3D Slicer.html 12.14 KB
  13. Exercise 2 Creating Ground Truth with Slicer.html 9.65 KB
  14. ND320 C3 L4 12 Tools Summary-WkfjFuo_9cg.en.vtt 1.51 KB
  14. ND320 C3 L4 12 Tools Summary-WkfjFuo_9cg.mp4 4.49 MB
  14. Tools of the Trade Summary.html 9.44 KB
  15. ND320 C3 L4 13 FDA _ Medical Device Leg-1CoxFsUnl7A.en.vtt 8.74 KB
  15. ND320 C3 L4 13 FDA _ Medical Device Leg-1CoxFsUnl7A.mp4 26.02 MB
  15. Regulatory Landscape Medical Devices.html 13.03 KB
  16. ND320 C3 L4 14 FDA _ Medical Device Regulation (Process)-ECHmaWx4seo.en.vtt 8.97 KB
  16. ND320 C3 L4 14 FDA _ Medical Device Regulation (Process)-ECHmaWx4seo.mp4 29.65 MB
  16. Regulatory Landscape FDA Process.html 11.5 KB
  17. ND320 C3 L4 15 HIPAA, Privacy, And Anonymization-GPf-yATW5is.en.vtt 7.21 KB
  17. ND320 C3 L4 15 HIPAA, Privacy, And Anonymization-GPf-yATW5is.mp4 37.61 MB
  17. Regulatory landscape HIPAA, Anonymization.html 13.82 KB
  18. Exercise 3 Anonymization.html 9.78 KB
  19. Lesson Summary.html 13.85 KB
  19. ND320 C3 L4 16 Summary Of The In The Wild Lesson-bjliG3k1NuM.en.vtt 1.16 KB
  19. ND320 C3 L4 16 Summary Of The In The Wild Lesson-bjliG3k1NuM.mp4 1.43 MB
  20. ND320 C3 Course Outro-YBhLaprdvmc.en.vtt 863 B
  20. ND320 C3 Course Outro-YBhLaprdvmc.mp4 3.38 MB
  20. The End and Final Project.html 7.47 KB
  img.zip 211.21 KB
  index.html 6.1 KB
  Part 03-Module 01-Lesson 06_Hippocampal Volume Quantification in Alzheimer_s Progression
  01. Project Overview.html 18.03 KB
  02. Section 1 Curating a Dataset of Brain MRIs.html 9.35 KB
  03. Workspace for Section 1.html 7.44 KB
  04. Section 2 Training a Segmentation CNN.html 13.07 KB
  05. Workspace for Section 2.html 7.45 KB
  06. Section 3 Integrating into a Clinical Network.html 18.77 KB
  07. Workspace for Section 3.html 7.42 KB
  08. Closing Remarks.html 13.01 KB
  Project Description - Hippocampal Volume Quantification in Alzheimer_s Progression.html 8.92 KB
  Project Rubric - Hippocampal Volume Quantification in Alzheimer_s Progression.html 12.79 KB
  img.zip 1.54 MB
  index.html 5.32 KB
  Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction
  01. Introduction to AI and EHR.html 8.58 KB
  01. ND320 AIHCND C01 L00 A01 Introduction To AI And EHR V2-YKrdjcbsftc.en.vtt 6.27 KB
  01. ND320 AIHCND C01 L00 A01 Introduction To AI And EHR V2-YKrdjcbsftc.mp4 9.28 MB
  02. Historical Context of AI in EHR.html 10.06 KB
  02. ND320 AIHCND C01 L00 A02 What Is The Historical Content For EHR Data- V2-fZ0J_lTsEwU.en.vtt 2.58 KB
  02. ND320 AIHCND C01 L00 A02 What Is The Historical Content For EHR Data- V2-fZ0J_lTsEwU.mp4 5.45 MB
  03. Landscape of EHR Data.html 16.24 KB
  03. ND320 AIHCND C01 L00 A03 Landscape For EHR Data V2-UOoHQsO-7ww.en.vtt 6.18 KB
  03. ND320 AIHCND C01 L00 A03 Landscape For EHR Data V2-UOoHQsO-7ww.mp4 11.19 MB
  04. AI and EHR Course Preview.html 12.76 KB
  04. ND320 AIHCND C01 L00 A04 What Are The Sub-Topics That Lessons Are Organized Around- V2-BUMBZebewFY.en.vtt 5.26 KB
  04. ND320 AIHCND C01 L00 A04 What Are The Sub-Topics That Lessons Are Organized Around- V2-BUMBZebewFY.mp4 13.63 MB
  05. ND320 AIHCND C01 L00 A05 What Are The Relevant Tools That Students Will Use--iyuIS7ZtFs8.en.vtt 2.58 KB
  05. ND320 AIHCND C01 L00 A05 What Are The Relevant Tools That Students Will Use--iyuIS7ZtFs8.mp4 4.03 MB
  05. Relevant Tools for AI and EHR.html 10.72 KB
  06. Course Project Preview.html 6.29 KB
  06. ND320 AIHCND C01 L00 A06 Project Introduction-qRlB7WtRV5Q.en.vtt 2.22 KB
  06. ND320 AIHCND C01 L00 A06 Project Introduction-qRlB7WtRV5Q.mp4 3.19 MB
  07. Course Introduction Wrap-up.html 6.79 KB
  07. ND320 AIHCND C01 L00 A07 Lesson Recap V2-FjdSkbu7kz4.en.vtt 1.11 KB
  07. ND320 AIHCND C01 L00 A07 Lesson Recap V2-FjdSkbu7kz4.mp4 5.78 MB
  img.zip 610.71 KB
  index.html 4.71 KB
  Part 04-Module 01-Lesson 02_EHR Data Security and Analysis
  01. EHR Data Security and Analysis Overview.html 8.4 KB
  01. ND320 AIHCND C01 L01 A01 Data Security Overview V2-7K2DAQamdtA.en.vtt 1.7 KB
  01. ND320 AIHCND C01 L01 A01 Data Security Overview V2-7K2DAQamdtA.mp4 3.2 MB
  02. Importance of Data Privacy and Security.html 13.65 KB
  02. ND320 AIHCND C01 L01 A02 Importance Of Data Privacy And Security V2-I1eU3V6u6XU.en.vtt 9.81 KB
  02. ND320 AIHCND C01 L01 A02 Importance Of Data Privacy And Security V2-I1eU3V6u6XU.mp4 12.58 MB
  03. Key Healthcare Data Security and Privacy Standards.html 15.76 KB
  03. ND320 AIHCND C01 L01 A03 Key Healthcare Data Security And Privacy Standards And Terminology V2-iIYv5hhBE2o.en.vtt 7.29 KB
  03. ND320 AIHCND C01 L01 A03 Key Healthcare Data Security And Privacy Standards And Terminology V2-iIYv5hhBE2o.mp4 8.29 MB
  04. ND320 AIHCND C01 L01 A04 Storing And Accessing PHI Data-0-8HxpQYkGA.en.vtt 4.29 KB
  04. ND320 AIHCND C01 L01 A04 Storing And Accessing PHI Data-0-8HxpQYkGA.mp4 4.56 MB
  04. Storing and Accessing PHI Data.html 10.93 KB
  05. ND320 AIHCND C01 L01 A05 PII Video Solution V2-qWIjLp7Vj8U.en.vtt 1.38 KB
  05. ND320 AIHCND C01 L01 A05 PII Video Solution V2-qWIjLp7Vj8U.mp4 1.96 MB
  05. PII Data Solution.html 7.18 KB
  06. Importance of EDA.html 12.51 KB
  06. ND320 AIHCND C01 L01 A06 Importance Of EDA V2-QFFYldALaCI.en.vtt 4.64 KB
  06. ND320 AIHCND C01 L01 A06 Importance Of EDA V2-QFFYldALaCI.mp4 5.01 MB
  07. Dataset Schema Analysis.html 19.59 KB
  07. ND320 AIHCND C01 L01 A07 Dataset Schema Analysis-hksgY-J4lWM.en.vtt 3.92 KB
  07. ND320 AIHCND C01 L01 A07 Dataset Schema Analysis-hksgY-J4lWM.mp4 8.43 MB
  08. ND320 AIHCND C01 L01 A08 Value Distributions-qs_YRednOEY.en.vtt 3.86 KB
  08. ND320 AIHCND C01 L01 A08 Value Distributions-qs_YRednOEY.mp4 4.79 MB
  08. Value Distributions.html 10.34 KB
  09. Missing Values and Outliers.html 13.86 KB
  09. ND320 AIHCND C01 L01 A09 Analyzing Dataset For Missing Values And Imputing Methods-buYLp8uczcI.en.vtt 5.39 KB
  09. ND320 AIHCND C01 L01 A09 Analyzing Dataset For Missing Values And Imputing Methods-buYLp8uczcI.mp4 5.99 MB
  10. Analyzing Dataset for High Cardinality.html 10.7 KB
  10. ND320 AIHCND C01 L01 A10 Analyzing Dataset For High Cardinality-g2wPikiYyuM.en.vtt 2.7 KB
  10. ND320 AIHCND C01 L01 A10 Analyzing Dataset For High Cardinality-g2wPikiYyuM.mp4 4.01 MB
  11. Analyze Dataset - Exercise.html 7.64 KB
  12. Analyze Dataset - Solution.html 8.15 KB
  12. ND320 AIHCND C01 L01 A11 EDA Exercise-Nwlb9H2pDEs.en.vtt 5.8 KB
  12. ND320 AIHCND C01 L01 A11 EDA Exercise-Nwlb9H2pDEs.mp4 9.69 MB
  13. Demographic Analysis.html 10.88 KB
  13. ND320 AIHCND C01 L01 A12 Demographic Analysis-FySSiOWg2UA.en.vtt 3.55 KB
  13. ND320 AIHCND C01 L01 A12 Demographic Analysis-FySSiOWg2UA.mp4 4.13 MB
  14. Compare Demographics - Exercise.html 7.66 KB
  15. Compare Demographics - Solution.html 8.08 KB
  15. ND320 AIHCND C01 L01 A13 Topic 5 Solution Demographic Analysis-UKJERWto6hQ.en.vtt 2.66 KB
  15. ND320 AIHCND C01 L01 A13 Topic 5 Solution Demographic Analysis-UKJERWto6hQ.mp4 4.43 MB
  16. Lesson Recap.html 12.5 KB
  16. ND320 AIHCND C01 L01 A14 Lesson Recap V2-iouq2l-BUkY.en.vtt 2.09 KB
  16. ND320 AIHCND C01 L01 A14 Lesson Recap V2-iouq2l-BUkY.mp4 2.63 MB
  img.zip 202.32 KB
  index.html 5.57 KB
  Part 04-Module 01-Lesson 03_EHR Code Sets
  01. EHR Code Sets Overview.html 8.61 KB
  01. ND320 AIHCND C01 L02 A01 Lesson Introduction V2-SujygiJByj8.en.vtt 3.16 KB
  01. ND320 AIHCND C01 L02 A01 Lesson Introduction V2-SujygiJByj8.mp4 4.54 MB
  02. Codes Sets Background.html 12.16 KB
  02. ND320 AIHCND C01 L02 A02 Codes Sets Background-AK40FT6k0tU.en.vtt 3.31 KB
  02. ND320 AIHCND C01 L02 A02 Codes Sets Background-AK40FT6k0tU.mp4 3.55 MB
  03. Diagnosis Codes Part 1.html 13.54 KB
  03. ND320 AIHCND C01 L02 A03 Diagnosis Codes Part 1-utTEMMukXfo.en.vtt 4.73 KB
  03. ND320 AIHCND C01 L02 A03 Diagnosis Codes Part 1-utTEMMukXfo.mp4 5.21 MB
  04. Diagnosis Codes Part 2.html 15.22 KB
  04. ND320 AIHCND C01 L02 A04 Diagnosis Codes Part 2-5msiZGehPQQ.en.vtt 4.64 KB
  04. ND320 AIHCND C01 L02 A04 Diagnosis Codes Part 2-5msiZGehPQQ.mp4 8.01 MB
  05. Grouping codes Walkthrough.html 11.06 KB
  05. ND320 AIHCND C01 L02 A05 Grouping Codes-5u7O2sxM3X8.en.vtt 2.75 KB
  05. ND320 AIHCND C01 L02 A05 Grouping Codes-5u7O2sxM3X8.mp4 4 MB
  06. Diagnosis Code Grouping Exercise.html 7.49 KB
  07. Diagnosis Code Grouping Solution.html 7.9 KB
  07. ND320 AIHCND C01 L02 A06 Exercise 1 Diagnosis Code Grouping-IbfM3RASER0.en.vtt 4.28 KB
  07. ND320 AIHCND C01 L02 A06 Exercise 1 Diagnosis Code Grouping-IbfM3RASER0.mp4 9.21 MB
  08. ND320 AIHCND C01 L02 A07 Prodedure Codes-g5pWanBrvSc.en.vtt 6.5 KB
  08. ND320 AIHCND C01 L02 A07 Prodedure Codes-g5pWanBrvSc.mp4 8.19 MB
  08. Procedure Codes.html 25.35 KB
  09. Procedure Code Grouping Exercise.html 7.49 KB
  10. ND320 AIHCND C01 L02 A08 Exercise 2 Procedure Code Grouping-jwuZhZjqQj4.en.vtt 3.71 KB
  10. ND320 AIHCND C01 L02 A08 Exercise 2 Procedure Code Grouping-jwuZhZjqQj4.mp4 7.96 MB
  10. Procedure Code Grouping Solution.html 7.91 KB
  11. Medication Codes.html 17.6 KB
  11. ND320 AIHCND C01 L02 A09 Medication Codes V2-3EWuX8eCVEs.en.vtt 7.03 KB
  11. ND320 AIHCND C01 L02 A09 Medication Codes V2-3EWuX8eCVEs.mp4 8.1 MB
  12. GroupingCategorizing Systems.html 20.15 KB
  12. ND320 AIHCND C01 L02 A10 Utilizing Grouping Categorizing Systems V2-UmRyFJ8DdQo.en.vtt 4.77 KB
  12. ND320 AIHCND C01 L02 A10 Utilizing Grouping Categorizing Systems V2-UmRyFJ8DdQo.mp4 6.12 MB
  13. Group or Categorize Procedures Exercise.html 7.51 KB
  14. Group or Categorize Procedures Solution.html 7.98 KB
  14. ND320 AIHCND C01 L02 A11 Exercise 3 Solution Group Or Categorize Procedures-alz1umgZ0_M.en.vtt 2.08 KB
  14. ND320 AIHCND C01 L02 A11 Exercise 3 Solution Group Or Categorize Procedures-alz1umgZ0_M.mp4 4.2 MB
  15. EHR Code Sets Recap.html 13.12 KB
  15. ND320 AIHCND C01 L02 A12 Lesson Overview V2--daJb_X1LDk.en.vtt 2.11 KB
  15. ND320 AIHCND C01 L02 A12 Lesson Overview V2--daJb_X1LDk.mp4 3.36 MB
  img.zip 649.55 KB
  index.html 5.39 KB
  Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering
  01. EHR Transformations _ Feature Engineering Overview.html 9.71 KB
  01. ND320 AIHCND C01 L03 A01 Lesson Overview V2-EW-4zem6IUY.en.vtt 1.53 KB
  01. ND320 AIHCND C01 L03 A01 Lesson Overview V2-EW-4zem6IUY.mp4 2.07 MB
  02. EHR Dataset Levels.html 24.77 KB
  02. ND320 AIHCND C01 L03 A02 EHR Dataset Levels-7LMBCNn_3l0.en.vtt 7.17 KB
  02. ND320 AIHCND C01 L03 A02 EHR Dataset Levels-7LMBCNn_3l0.mp4 8.32 MB
  03. Encounter Representation.html 11.44 KB
  03. ND320 AIHCND C01 L03 A03 Encounter Representation V2-sX_vtuLykGw.en.vtt 6.23 KB
  03. ND320 AIHCND C01 L03 A03 Encounter Representation V2-sX_vtuLykGw.mp4 13.8 MB
  04. Longitudinal Representation.html 17.1 KB
  04. ND320 AIHCND C01 L03 A04 Longitudinal Representation-2yzNq6BQk4w.en.vtt 5.76 KB
  04. ND320 AIHCND C01 L03 A04 Longitudinal Representation-2yzNq6BQk4w.mp4 6.19 MB
  05. How to Convert to Longitudinal Level.html 9.98 KB
  05. ND320 AIHCND C01 L03 A05 Convert Longitudinal V2-5pZsu0pSrXw.en.vtt 2.79 KB
  05. ND320 AIHCND C01 L03 A05 Convert Longitudinal V2-5pZsu0pSrXw.mp4 6 MB
  06. Select Last Encounter Exercise.html 8.26 KB
  07. ND320 AIHCND C01 L03 A06 Longitudinal Representation Solution-Xmg0lCaQMD4.en.vtt 4.32 KB
  07. ND320 AIHCND C01 L03 A06 Longitudinal Representation Solution-Xmg0lCaQMD4.mp4 9.15 MB
  07. Select Last Encounter Solution.html 8.71 KB
  08. Dataset Splitting Without Data Leakage.html 16.06 KB
  08. ND320 AIHCND C01 L03 A07 Dataset Splitting Without Data Leakage-QuxCwVxMA8s.en.vtt 3.79 KB
  08. ND320 AIHCND C01 L03 A07 Dataset Splitting Without Data Leakage-QuxCwVxMA8s.mp4 3.91 MB
  09. How to Split Dataset at Patient Level.html 8.91 KB
  09. ND320 AIHCND C01 L03 A08 How To Split Dataset Without Data Leakage-PRrmAYz7sRU.en.vtt 3.05 KB
  09. ND320 AIHCND C01 L03 A08 How To Split Dataset Without Data Leakage-PRrmAYz7sRU.mp4 6.15 MB
  10. Data Splitting Exercise.html 8.24 KB
  11. Data Splitting Solution.html 8.73 KB
  11. ND320 AIHCND C01 L03 A09 Dataset Splitting Without Data Leakage Quiz Solution-rQW214mrZMM.en.vtt 1.51 KB
  11. ND320 AIHCND C01 L03 A09 Dataset Splitting Without Data Leakage Quiz Solution-rQW214mrZMM.mp4 3.38 MB
  12. ETL with TensorFlow Dataset API.html 10.22 KB
  12. ND320 AIHCND C01 L03 A10 ETL With Tensorflow Dataset API-zoEkxDWEd8Y.en.vtt 4.18 KB
  12. ND320 AIHCND C01 L03 A10 ETL With Tensorflow Dataset API-zoEkxDWEd8Y.mp4 7.8 MB
  13. ND320 AIHCND C01 L03 A11 Transform Preprocess Numerical Features With Feature Column API-OYOViyAohDg.en.vtt 5.61 KB
  13. ND320 AIHCND C01 L03 A11 Transform Preprocess Numerical Features With Feature Column API-OYOViyAohDg.mp4 8.64 MB
  13. Numerical Features _ Feature Column API.html 14.08 KB
  14. Numerical Feature Column API Exercise.html 8.28 KB
  15. ND320 AIHCND C01 L03 A12 Numerical Features Exercise Solution-hk0VHAEZdA4.en.vtt 3.59 KB
  15. ND320 AIHCND C01 L03 A12 Numerical Features Exercise Solution-hk0VHAEZdA4.mp4 8.04 MB
  15. Numerical Features Solution.html 8.71 KB
  16. Categorical Features _ Feature Column API.html 12.93 KB
  16. ND320 AIHCND C01 L03 A13 Transform Preprocess Categorical Features With Feature Column API-ymL-vyz-RoU.en.vtt 5.25 KB
  16. ND320 AIHCND C01 L03 A13 Transform Preprocess Categorical Features With Feature Column API-ymL-vyz-RoU.mp4 10.47 MB
  17. Categorical Features Exercise.html 8.28 KB
  18. Categorical Features with Feature Column API Solution.html 9.07 KB
  18. ND320 AIHCND C01 L03 A14 Categorical Features With Feature Column API Exercise Solution-V6u7dPTsxYI.en.vtt 2.51 KB
  18. ND320 AIHCND C01 L03 A14 Categorical Features With Feature Column API Exercise Solution-V6u7dPTsxYI.mp4 6.29 MB
  19. ND320 AIHCND C01 L03 A16 Lesson Overview-Yi5teA3-VwQ.en.vtt 1.85 KB
  19. ND320 AIHCND C01 L03 A16 Lesson Overview-Yi5teA3-VwQ.mp4 2.93 MB
  19. Transformations and Feature Engineering Recap.html 10.36 KB
  img.zip 432.74 KB
  index.html 6.13 KB
  Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models
  01. Building, Evaluating _ Interpreting Models Overview.html 10.06 KB
  01. ND320 AIHCND C01 L04 A01 Building Models Overview V2-_UrS2i6hpHI.en.vtt 2.4 KB
  01. ND320 AIHCND C01 L04 A01 Building Models Overview V2-_UrS2i6hpHI.mp4 4.57 MB
  02. ND320 AIHCND C01 L04 A02 Build A Tensorflow Regression Model With DenseFeatures-zIttH5pj5hs.en.vtt 3.75 KB
  02. ND320 AIHCND C01 L04 A02 Build A Tensorflow Regression Model With DenseFeatures-zIttH5pj5hs.mp4 3.96 MB
  02. Tensorflow Regression Model with DenseFeatures.html 13.08 KB
  03. ND320 AIHCND C01 L04 A03 Build A Tensorflow Regression Model With DenseFeatures-UEo52_lMjKk.en.vtt 7.02 KB
  03. ND320 AIHCND C01 L04 A03 Build A Tensorflow Regression Model With DenseFeatures-UEo52_lMjKk.mp4 13.47 MB
  03. TF DenseFeatures Walkthrough.html 11.51 KB
  04. Common EHR Model Evaluation Metrics.html 18.81 KB
  04. ND320 AIHCND C01 L04 A04 Common EHR Model Evaluation Metrics-UkXmlSQHUvU.en.vtt 2.96 KB
  04. ND320 AIHCND C01 L04 A04 Common EHR Model Evaluation Metrics-UkXmlSQHUvU.mp4 3.19 MB
  05. Common EHR Model Evaluation Metrics Exercise.html 8.07 KB
  06. Common EHR Model Evaluation Metrics Solution.html 8.71 KB
  06. ND320 AIHCND C01 L04 A05 Common EHR Model Evaluation Metrics Solution-vzpjojmD7F0.en.vtt 7.63 KB
  06. ND320 AIHCND C01 L04 A05 Common EHR Model Evaluation Metrics Solution-vzpjojmD7F0.mp4 15.61 MB
  07. Demographic Bias Analysis.html 12 KB
  07. ND320 AIHCND C01 L04 A06 Demographic Bias Analysis-xrELV6dnWuA.en.vtt 3.55 KB
  07. ND320 AIHCND C01 L04 A06 Demographic Bias Analysis-xrELV6dnWuA.mp4 4.26 MB
  08. Demographic Bias Analysis Walkthrough.html 10.47 KB
  08. ND320 AIHCND C01 L04 A07 Demographic Bias Analysis-qafhOMwyd2k.en.vtt 3.74 KB
  08. ND320 AIHCND C01 L04 A07 Demographic Bias Analysis-qafhOMwyd2k.mp4 5.21 MB
  09. Demographic Bias Analysis Exercise.html 8.03 KB
  10. Demographic Bias Analysis Solution.html 8.63 KB
  10. ND320 AIHCND C01 L04 A08 Demographic Bias Analysis Solution-E07jsC2ITrM.en.vtt 4.6 KB
  10. ND320 AIHCND C01 L04 A08 Demographic Bias Analysis Solution-E07jsC2ITrM.mp4 10.47 MB
  11. ND320 AIHCND C01 L04 A09 Uncertainty Estimation-rSpzX6xijQg.en.vtt 7.33 KB
  11. ND320 AIHCND C01 L04 A09 Uncertainty Estimation-rSpzX6xijQg.mp4 7.9 MB
  11. Uncertainty Estimation.html 12.8 KB
  12. ND320 AIHCND C01 L04 A10 Train Uncertainty Estimation Model With TF Probability-8GQktML4aU4.en.vtt 6.29 KB
  12. ND320 AIHCND C01 L04 A10 Train Uncertainty Estimation Model With TF Probability-8GQktML4aU4.mp4 10.23 MB
  12. Train Uncertainty Estimation Model Walkthrough.html 19.44 KB
  13. Uncertainty Estimation Exercise.html 8.02 KB
  14. ND320 AIHCND C01 L04 A11 Uncertainty Estimation Solution-nC2E9LYcVIc.en.vtt 6.38 KB
  14. ND320 AIHCND C01 L04 A11 Uncertainty Estimation Solution-nC2E9LYcVIc.mp4 13.83 MB
  14. Uncertainty Estimation Solution.html 8.62 KB
  15. Model Interpretability with Shapley Values.html 18.27 KB
  15. ND320 AIHCND C01 L04 A12 Model Interpretability With Shapley Values-_FdcZkAGWRk.en.vtt 9.14 KB
  15. ND320 AIHCND C01 L04 A12 Model Interpretability With Shapley Values-_FdcZkAGWRk.mp4 14.34 MB
  16. Building Models Recap.html 11.42 KB
  16. ND320 AIHCND C01 L04 A13 Lesson Overview-Mm0Q8D_F3qc.en.vtt 1.85 KB
  16. ND320 AIHCND C01 L04 A13 Lesson Overview-Mm0Q8D_F3qc.mp4 3.56 MB
  17. AI and EHR Recap.html 10.19 KB
  17. ND320 AIHCND C01 L04 A14 Course Recap V2-OGMn4oFkcHc.en.vtt 3.51 KB
  17. ND320 AIHCND C01 L04 A14 Course Recap V2-OGMn4oFkcHc.mp4 6.88 MB
  img.zip 736.61 KB
  index.html 5.94 KB
  Part 04-Module 01-Lesson 06_Project Patient Selection for Diabetes Drug Testing
  01. ND320 AIHCND C01 L04 A15 Project Introduction-ALPd7Mosxl4.en.vtt 2.27 KB
  01. ND320 AIHCND C01 L04 A15 Project Introduction-ALPd7Mosxl4.mp4 5.2 MB
  01. Patient Selection for Diabetes Drug Testing Project.html 8.95 KB
  02. Project Instructions.html 13.38 KB
  03. Patient Selection for Diabetes Drug Testing Workspace.html 6.51 KB
  Project Description - Patient Selection for Diabetes Drug Testing.html 7.13 KB
  Project Rubric - Patient Selection for Diabetes Drug Testing.html 12.65 KB
  index.html 4.79 KB
  Part 05-Module 01-Lesson 01_Introduction to Wearable Data
  01. Introduction.html 7.47 KB
  01. ND320 C4 L0 01 Introduction-wZaRMpLq7H0.en.vtt 3.18 KB
  01. ND320 C4 L0 01 Introduction-wZaRMpLq7H0.mp4 10.34 MB
  02. Course Outline.html 9.94 KB
  02. ND320 C4 L0 02 Why Are Wearable Algorithms Important---DMKkC4l194Y.en.vtt 3.83 KB
  02. ND320 C4 L0 02 Why Are Wearable Algorithms Important---DMKkC4l194Y.mp4 10.86 MB
  03. Apple Heart Study.html 7.26 KB
  03. ND320 C4 L0 03 Apple Heart Study-9Vf5Nvrqb8M.en.vtt 2.24 KB
  03. ND320 C4 L0 03 Apple Heart Study-9Vf5Nvrqb8M.mp4 4.88 MB
  04. Apple Heart Study Interpretation.html 15.67 KB
  04. ND320 C4 L0 04 Apple Heart Study Interpretation-HE5aFTEKwuE.en.vtt 4.81 KB
  04. ND320 C4 L0 04 Apple Heart Study Interpretation-HE5aFTEKwuE.mp4 7.29 MB
  05. Developer Workflow.html 9.01 KB
  06. ND320 C4 L0 05 Recap-weSsOqeV14E.en.vtt 1.63 KB
  06. ND320 C4 L0 05 Recap-weSsOqeV14E.mp4 1.76 MB
  06. Summary.html 8.44 KB
  img.zip 162.25 KB
  index.html 4.49 KB
  Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing
  01. Introduction.html 9.22 KB
  01. ND320 C4 L1 01 Intro To Digital Sampling _ Signal Processing-ptQ7LQlmyVE.mp4 3.89 MB
  02. ND320 C4 L1 02 What Is A Signal--vMk-KIhyCbA.mp4 8.48 MB
  02. Refresher on Signals.html 10.71 KB
  03. ND320 C4 L1 03 Sampling Analog Signals-v1oWGJjWHso.en.vtt 3.99 KB
  03. ND320 C4 L1 03 Sampling Analog Signals-v1oWGJjWHso.mp4 6.48 MB
  03. Sampling Analog Signals.html 17.35 KB
  04. ND320 C4 L1 04 Time-Domain Plotting-GGE6UtMIdGc.en.vtt 3.02 KB
  04. ND320 C4 L1 04 Time-Domain Plotting-GGE6UtMIdGc.mp4 6.74 MB
  04. ND320 C4 L1 05 Zero Crossing-utE-ELSINcw.en.vtt 2.09 KB
  04. ND320 C4 L1 05 Zero Crossing-utE-ELSINcw.mp4 5.26 MB
  04. Plotting Signals In Time-domain.html 9.29 KB
  05. ND320 C4 L1 06 Comparing 2 Plots-MFNXivoCa7Q.en.vtt 2.89 KB
  05. ND320 C4 L1 06 Comparing 2 Plots-MFNXivoCa7Q.mp4 5.77 MB
  05. Time-domain Plotting Continued.html 11.37 KB
  06. Exercise 1 Plotting.html 8.07 KB
  07. Exercise 1 Solution.html 9.31 KB
  07. ND320 C4 L1 07 Plotting Exercise Walkthrough-r8TUTSiA6vQ.en.vtt 3.56 KB
  07. ND320 C4 L1 07 Plotting Exercise Walkthrough-r8TUTSiA6vQ.mp4 7.31 MB
  08. Interpolation.html 10.82 KB
  08. ND320 C4 L1 08 Resampling - Interpolation-RfltUSOwWvE.mp4 10.52 MB
  08. ND320 C4 L1 09 Non-Uniform Sampling--XDlFD5j4Rc.mp4 7.1 MB
  09. Interpolation in Review.html 10.44 KB
  10. Exercise 2 Interpolation.html 8.08 KB
  11. Exercise 2 Solution.html 8.07 KB
  11. ND320 C4 L1 10 Resampling Exercise Solution-O49HkDz-DwQ.mp4 7.5 MB
  12. Fourier Transform.html 12.1 KB
  12. ND320 C4 L1 11 Fourier Transform Intuition-zPLA6IgfQ_4.en.vtt 3.65 KB
  12. ND320 C4 L1 11 Fourier Transform Intuition-zPLA6IgfQ_4.mp4 9.52 MB
  12. ND320 C4 L1 12 Nyquist Frequency-YQdwnRBy6SE.en.vtt 4.13 KB
  12. ND320 C4 L1 12 Nyquist Frequency-YQdwnRBy6SE.mp4 8.76 MB
  13. Fourier Transform In Practice.html 12.11 KB
  13. ND320 C4 L1 13 Fourier Transform In Practice-3IWA8tMxxTA.en.vtt 6.28 KB
  13. ND320 C4 L1 13 Fourier Transform In Practice-3IWA8tMxxTA.mp4 16.96 MB
  13. ND320 C4 L1 14 Inverse FFT-W-5uoeNYFwM.en.vtt 3.48 KB
  13. ND320 C4 L1 14 Inverse FFT-W-5uoeNYFwM.mp4 8.41 MB
  14. Fourier Transform in Review.html 12.19 KB
  15. Exercise 3 The Fourier Transform.html 8.11 KB
  16. Exercise 3 Solution.html 8.83 KB
  16. ND320 C4 L1 15 Exercise 3 Solution-Vyp8TwbOi4E.en.vtt 1.06 KB
  16. ND320 C4 L1 15 Exercise 3 Solution-Vyp8TwbOi4E.mp4 2.67 MB
  17. ND320 C4 L1 16 Frequency Domain-Ic-wqdanMh0.en.vtt 3.4 KB
  17. ND320 C4 L1 16 Frequency Domain-Ic-wqdanMh0.mp4 8.6 MB
  17. Plotting Signals in Frequency Domain.html 11.83 KB
  18. Exercise 4 Spectrograms.html 8.08 KB
  19. Exercise 4 Solution.html 8.65 KB
  19. ND320 C4 L1 17 Plotting Exercise Walkthrough-lhfTPWIkn28.mp4 6.36 MB
  20. Harmonics.html 11.51 KB
  20. ND320 C4 L1 18 Harmonics-byUGEDUj-mE.en.vtt 3.02 KB
  20. ND320 C4 L1 18 Harmonics-byUGEDUj-mE.mp4 10.4 MB
  21. ND320 C4 L1 19 Recap- Intro To Digital Sampling _ Signal Processing-8-3_S2weklg.en.vtt 1.47 KB
  21. ND320 C4 L1 19 Recap- Intro To Digital Sampling _ Signal Processing-8-3_S2weklg.mp4 5.1 MB
  21. Recap Intro to Digital Sampling _ Signal Processing.html 15.21 KB
  img.zip 1.18 MB
  index.html 5.94 KB
  Part 05-Module 01-Lesson 03_Introduction to Sensors
  01. Introduction to Sensors.html 11.92 KB
  01. ND320 C4 L2 01 Introduction To Sensors-CBp-Ttcqu3k.mp4 16.61 MB
  02. Inertial Measurement Unit.html 13.53 KB
  02. ND320 C4 L2 02 IMU Sensor-MLrzURDQURY.en.vtt 4.05 KB
  02. ND320 C4 L2 02 IMU Sensor-MLrzURDQURY.mp4 13.15 MB
  03. Accelerometer Deep Dive.html 15.75 KB
  03. ND320 C4 L2 03 Accelerometer Deep Dive-GfdLzQl3POk.mp4 10.32 MB
  04. Exercise 1 Step Cadence.html 7.16 KB
  05. Exercise 1 Solution.html 9.37 KB
  05. ND320 C4 L2 04 Exercise 1 Walkthrough-iG30q6U0TMM.en.vtt 3.37 KB
  05. ND320 C4 L2 04 Exercise 1 Walkthrough-iG30q6U0TMM.mp4 7.79 MB
  06. ND320 C4 L2 05 PPG Sensor-PBrbk7-oPR4.mp4 11.42 MB
  06. PPG Sensor.html 14.62 KB
  07. Exercise 2 PPG Peaks.html 7.15 KB
  08. Exercise 2 Solution.html 6.58 KB
  08. ND320 C4 L2 06 Exercise 2 Walkthrough-V0Gpds9E848.mp4 9.74 MB
  09. PPG SNR.html 11.17 KB
  10. Exercise 3 PPG SNR.html 7.15 KB
  11. Exercise 3 Solution.html 7.43 KB
  11. ND320 C4 L2 07 Exercise 3 Walkthrough-gQUNhJk2doc.en.vtt 6.25 KB
  11. ND320 C4 L2 07 Exercise 3 Walkthrough-gQUNhJk2doc.mp4 15.77 MB
  12. ECG Sensor.html 12.13 KB
  12. ND320 C4 L2 08 ECG Sensors-uSJb9ZBDTnU.en.vtt 2.92 KB
  12. ND320 C4 L2 08 ECG Sensors-uSJb9ZBDTnU.mp4 7.81 MB
  13. Apple Heart Study - Revisited.html 8.83 KB
  13. ND320 C4 L2 09 Apple Heart Study Part II-zaFuasewbE8.en.vtt 3.21 KB
  13. ND320 C4 L2 09 Apple Heart Study Part II-zaFuasewbE8.mp4 5.69 MB
  14. ND320 C4 L2 10 Recap Intro To Sensors-9V-0O8RfVgw.en.vtt 1.35 KB
  14. ND320 C4 L2 10 Recap Intro To Sensors-9V-0O8RfVgw.mp4 5.05 MB
  14. Recap Introduction to Sensors.html 12.09 KB
  img.zip 20.07 MB
  index.html 5.14 KB
  Part 05-Module 01-Lesson 04_Activity Classification
  01. Intro to Activity Classifiers.html 9.62 KB
  01. ND320 C4 L3 01 Intro To Activity Classifiers-dteQl6Nxo0g.en.vtt 1.93 KB
  01. ND320 C4 L3 01 Intro To Activity Classifiers-dteQl6Nxo0g.mp4 4.82 MB
  02. Data Exploration.html 11.97 KB
  02. ND320 C4 L3 02 Data Exploration-mk5A4cLeyy8.en.vtt 1.57 KB
  02. ND320 C4 L3 02 Data Exploration-mk5A4cLeyy8.mp4 9.62 MB
  02. ND320 C4 L3 03 Plotting-fRN3iNPxJI8.en.vtt 5.25 KB
  02. ND320 C4 L3 03 Plotting-fRN3iNPxJI8.mp4 12.32 MB
  03. Exercise 1 Data Exploration.html 7.39 KB
  04. Exercise 1 Solution.html 8.35 KB
  04. ND320 C4 L3 04 Exercise 1 Solution-6eqmSZ0Hwos.en.vtt 2.14 KB
  04. ND320 C4 L3 04 Exercise 1 Solution-6eqmSZ0Hwos.mp4 4.91 MB
  05. Feature Extraction I.html 12.45 KB
  05. ND320 C4 L3 05 Feature Creation-S02ESJAPztg.en.vtt 2.14 KB
  05. ND320 C4 L3 05 Feature Creation-S02ESJAPztg.mp4 4.6 MB
  05. ND320 C4 L3 06 Feature Extraction Walkthrough-fveNx3NVGqM.en.vtt 2.96 KB
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  Part 05-Module 01-Lesson 05_ECG Signal Processing
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  Part 05-Module 01-Lesson 06_Motion Compensated Pulse Rate Estimation
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  04. Test Your Algorithm.html 6.83 KB
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  05. Use Your Elevator Pitch on LinkedIn.html 9.77 KB
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  Project Description - Improve Your LinkedIn Profile.html 8.14 KB
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Description


Lynda and other Courses >>> https://www.freecoursesonline.me/
For Developer Tools & Apps >>> https://ftuapps.com/
Forum for discussion >>> https://1hack.us/




Nanodegree Program–nd320
Publisher : Udacity
Subtitle : English CC Included
Updated : July 2020
Course Source : https://www.udacity.com/course/ai-for-healthcare-nanodegree--nd320

AI for Healthcare

Be at the forefront of the revolution of AI in Healthcare, and transform patient outcomes. Enable enhanced medical decision-making powered by machine learning to build the treatments of the future.

ESTIMATED TIME
- 4 months
- At 15 hours / week

PREREQUISITES
- Intermediate Python, and Experience with Machine Learning

What You Will Learn

AI for Healthcare

Learn to build, evaluate, and integrate predictive models that have the power to transform patient outcomes. Begin by classifying and segmenting 2D and 3D medical images to augment diagnosis and then move on to modeling patient outcomes with electronic health records to optimize clinical trial testing decisions. Finally, build an algorithm that uses data collected from wearable devices to estimate the wearer’s pulse rate in the presence of motion.

PREREQUISITE KNOWLEDGE

Intermediate Python, and Experience with Machine Learning

• Applying AI to 2D Medical Imaging Data

Learn the fundamental skills needed to work with 2D medical imaging data and how to use AI to derive clinically-relevant insights from data gathered via different types of 2D medical imaging such as x-ray, mammography, and digital pathology. Extract 2D images from DICOM files and apply the appropriate tools to perform exploratory data analysis on them. Build different AI models for different clinical scenarios that involve 2D images and learn how to position AI tools for regulatory approval.

PNEUMONIA DETECTION FROM CHEST X-RAYS

• Applying AI to 3D Medical Imaging Data

Learn the fundamental skills needed to work with 3D medical imaging datasets and frame insights derived from the data in a clinically relevant context. Understand how these images are acquired, stored in clinical archives, and subsequently read and analyzed. Discover how clinicians use 3D medical images in practice and where AI holds most potential in their work with these images. Design and apply machine learning algorithms to solve the challenging problems in 3D medical imaging and how to integrate the algorithms into the clinical workflow.

HIPPOCAMPUS VOLUME QUANTIFICATION FOR ALZHEIMER'S PROGRESSION

• Applying AI to EHR Data

Learn the fundamental skills to work with EHR data and build and evaluate compliant, interpretable models. You will cover EHR data privacy and security standards, how to analyze EHR data and avoid common challenges, and cover key industry code sets. By the end of the course, you will have the skills to analyze an EHR dataset, transform it to the right level, build powerful features with TensorFlow, and model the uncertainty and bias with TensorFlow Probability and Aequitas.

PATIENT SELECTION FOR DIABETES DRUG TESTING

• Applying AI to Wearable Device Data

Learn how to build algorithms that process the data collected by wearable devices and surface insights about the wearer’s health. Cover the sensors and signal processing foundation that are critical for success in this domain, including IMU, PPG, and ECG that are common to most wearable devices, and learn how to build three algorithms from real-world sensor data.

MOTION COMPENSATED PULSE RATE ESTIMATION

Learn with the best

Nikhil Bikhchandani, Emily Lindemer, Mazen Zawaideh, Ivan Tarapov, Michael DAndrea

GET STARTED WITH

AI for Healthcare

LEARN
• Be at the forefront of the revolution of AI in Healthcare, and transform patient outcomes. Enable enhanced medical decision-making powered by machine learning to build the treatments of the future.

AVERAGE TIME
• On average, successful students take 4 months to complete this program.

BENEFITS INCLUDE
• Real-world projects from industry experts
• Technical mentor support
• Personal career coach & career services
• blue stacked bills

STAY SHARP WHILE STAYING IN
• Financial support available worldwide to help in this challenging time
• Spend your time at home learning new, higher-paying job skills
• Commit to

Why should I enroll?

Artificial Intelligence has revolutionized many industries in the past decade, and healthcare is no exception. In fact, the amount of data in healthcare has grown 20x in the past 7 years, causing an expected surge in the Healthcare AI market from $2.1 to $36.1 billion by 2025 at an annual growth rate of 50.4%. AI in Healthcare is transforming the way patient care is delivered, and is impacting all aspects of the medical industry, including early detection, more accurate diagnosis, advanced treatment, health monitoring, robotics, training, research and much more.
By leveraging the power of AI, providers can deploy more precise, efficient, and impactful interventions at exactly the right moment in a patient’s care. In light of the worldwide COVID-19 pandemic, there has never been a better time to understand the possibilities of artificial intelligence within the healthcare industry and learn how you can make an impact to better the world’s healthcare infrastructure.

What jobs will this program prepare me for?

This program will help you apply your Data Science and Machine Learning expertise in roles including Physician Data Scientist; Healthcare Data Scientist; Healthcare Data Scientist, Machine Learning; Healthcare Machine Learning Engineer, Research Scientist, Machine Learning, and more roles in the healthcare and health tech industries that necessitate knowledge of AI and machine learning techniques.

How do I know if this program is right for me?

If you are interested in applying your data science and machine learning experience in the healthcare industry, then this program is right for you.
Additional job titles and backgrounds that could be helpful include Data Scientist, Machine Learning Engineer, AI Specialist, Deep Learning Research Engineer, and AI Scientist. This program is also a good fit for Researchers, Scientists, and Engineers who want to make an impact in the medical field.



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