Part 01-Module 01-Lesson 01_AI for Healthcare Nanodegree Program Introduction/01. Welcome To Udacity V2-9QadFJRKrEA.mp44.19MB
Part 01-Module 01-Lesson 01_AI for Healthcare Nanodegree Program Introduction/02. Welcome To Your Nanodegree Experience V2-gd0Z0S58Y68.mp48.27MB
Part 01-Module 01-Lesson 01_AI for Healthcare Nanodegree Program Introduction/03. How To Succeed V3-1Vx31C1bw_o.mp424.79MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/01. ND320 C2 L0 01 Meet Your Instructor Video-TahECnjyX3c.mp48.96MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/02. ND320 C2 L0 02 Course Outline Video-8F5Dd79HbYA.mp42.48MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/03. ND320 C2 L0 03 Lesson Outline Video-HfjFBhtgQIc.mp41.13MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/04. ND320 C2 L0 04 Introduction To AI For 2D Medical Imaging Video-zf1PxuzqT7E.mp44.01MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/05. ND320 C2 L0 05 History Of AI For Medical Imaging Video-WsTuFTALAeo.mp42.66MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/06. ND320 C2 L0 06 AI For Medical Imaging Is Important Video-8Pg-3b-Xj-w.mp43.05MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/07. ND320 C2 L0 07 When To Use Or Not Use AI In Medical Imaging Video-5WKhw_IijDI.mp49.19MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/08. ND320 C2 L0 08 Business Stakeholders Video-xFXxo9rb2wQ.mp41.05MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/09. ND320 C2 L0 10 Project- Pneumonia Detection From X-Ray Images Video-3W3YTPxL9KI.mp47.21MB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/10. ND320 C2 L0 11 Recap Video-9__L2yRyoM8.mp4660.01KB
Part 02-Module 01-Lesson 01_Introduction to AI for 2D Medical Imaging/11. ND320 C2 L0 12 Good Luck-BxdlbI0TOs8.mp42.26MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/01. ND320 C2 L1 01 Clinical Foundations-cj0Mf0ICVEY.mp41.73MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/02. ND320 C2 L1 02 Lesson Outline Video-qw3Uyp9aXWs.mp41.19MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/03. ND320 C2 L1 04 Developing Your Intuition About 2D Medical Images Video-oQMS4GpYlxU.mp45.31MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/04. ND320 C2 L1 05 Clinical Applications Of 2D Imaging Video Pt 1-VqdrQ94c39E.mp41.84MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/04. ND320 C2 L1 06 Clinical Applications Of 2D Imaging Video Pt 2-nbx4msfjd9k.mp45.26MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/04. ND320 C2 L1 07 Clinical Applications Of 2D Imaging Video Pt 3-SMJ1oe_tLYU.mp43.44MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/08. ND320 C2 L1 10 Machine Learning Applied To 2D Medical Imaging Pt 1-7oNihzu6Xc4.mp44.64MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/08. ND320 C2 L1 11 Machine Learning Applied To 2D Medical Imaging Pt 2-2NhapgAZjKo.mp45.25MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/08. ND320 C2 L1 12 Machine Learning Applied To 2D Medical Imaging Pt 3-xzS5BlWdbbU.mp43.93MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/11. ND320 C2 L1 14 Machine Learning Applied To 2D Medical Imaging Exercise Solution Video-xPm5u306EhY.mp41.79MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/12. ND320 C2 L1 15 Assessing Performance Of Machine Learning Algorithms For 2D Imaging Video-c0gF0BH71Zw.mp49.74MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/16. ND320 C2 L1 18 Understanding Key Stakeholders - Clinical-XsdnG9RH0NY.mp45.45MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/16. ND320 C2 L1 19 Understanding Key Stakeholders - Industry-JHk1CtVBCVE.mp44.25MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/16. ND320 C2 L1 20 Understanding Key Stakeholders - Regulatory-mcdWvNZ_BCs.mp47.45MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/19. ND320 C2 L1 22 Understanding Key Stakeholders Exercise Solution Video-R5MzajI0x5k.mp411.71MB
Part 02-Module 01-Lesson 02_Clinical Foundations of 2D Medical Imaging/21. ND320 C2 L1 23 Lesson Conclusion-rt54OPaOnps.mp41.84MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/01. ND320 C2 L2 01 The DICOM Standard And Exploratory Data Analysis Of 2D Medical Imaging-XqJXmNdZJ-Y.mp42.49MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/02. ND320 C2 L2 02 Lesson Outline Video-zg6kATakghI.mp41.39MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/03. ND320 C2 L2 05 The DICOM Standard And 2D Imaging Video Pt 1-NWnnlPJZqJ8.mp44.02MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/03. ND320 C2 L2 06 The DICOM Standard And 2D Imaging Video Pt 2-yuIF6vo3Ok4.mp48.96MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/06. ND320 C2 L2 08 The DICOM Standard And 2D Imaging Exercise Solution Video-FxWabMzwkYE.mp48.87MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/07. ND320 C2 L2 09 Exploring 2D Imaging Properties Video Pt 1-hP7BaRiPd5M.mp46.74MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/07. ND320 C2 L2 10 Exploring 2D Imaging Properties Video Pt 2-VCn6mDmQreo.mp43.75MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/11. ND320 C2 L2 13 Preparing DICOM Images For Machine Learning Video-UDFKqT0w174.mp45.38MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/15. ND320 C2 L2 16 Exploring Population Metadata Video-qitPZeqw_BM.mp45.35MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/19. ND320 C2 L2 18 Edge Case- Microscopy Data Video-KFiTvwderHw.mp41.61MB
Part 02-Module 01-Lesson 03_2D Medical Imaging Exploratory Data Analysis/21. ND320 C2 L2 19 Lesson Conclusion-JWyC76MBA_M.mp43.65MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/01. ND320 C2 L3 01 Developing Models For Classification Of 2D Medical Images Video-SNS2VdIjNpI.mp43.77MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/02. ND320 C2 L3 02 Lesson Outline Video-mIgHpAbiEJE.mp41.35MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/03. ND320 C2 L3 03 Big Picture Video-J73Gsx04OCc.mp44.38MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/04. ND320 C2 L3 04 Developing Your Intuition About Classification Model Development Video-TtBz1XCXdzA.mp44.67MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/05. ND320 C2 L3 05 Differentiating Between Types Of Models Walkthrough Pt 1-nRqfnjPO8X8.mp46.24MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/05. ND320 C2 L3 06 Differentiating Between Types Of Models Walkthrough Pt 2-0JGyf23SrZU.mp43.14MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/05. ND320 C2 L3 07 Differentiating Between Types Of Models Walkthrough Pt 3-WblSZZgZEOQ.mp45.24MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/08. ND320 C2 L3 08 Differentiating Between Types Of Models Exercise Solution Video-dGrp1mlL3Bk.mp42.54MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/09. ND320 C2 L3 09 Splitting Your Dataset For Model Development Walkthrough-cOnrDodXOxo.mp46.5MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/13. ND320 C2 L3 11 Obtaining A Gold Standard Walkthrough Pt 1-I7MNFTnFZjA.mp44.97MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/13. ND320 C2 L3 11.1 Obtaining A Gold Standard Walkthrough Pt 2-Y1YtgNaJUwA.mp46.45MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/17. ND320 C2 L3 13 Image Pre-Processing For Model Training Walkthrough-B7yst-GFLXY.mp410.66MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/20. ND320 C2 L3 14 Image Pre-Processing For Model Training Exercise Solution Video-eeGUYyYukm8.mp41.99MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/21. ND320 C2 L3 15 Fine-Tuning CNNs For 2D Medical Image Classification Walkthrough Pt 1-K9OnKsO9Wj4.mp46.17MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/21. ND320 C2 L3 16 Fine-Tuning CNNs For 2D Medical Image Classification Walkthrough Pt 2-5N2yR83RTG0.mp44.69MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/25. ND320 C2 L3 18 Evaluating Your Model Walkthrough Pt 1-LEvBfBersuE.mp44.11MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/25. ND320 C2 L3 19 Evaluating Your Model Walkthrough Pt 2-JPUNuZP564Y.mp43.64MB
Part 02-Module 01-Lesson 04_Classification Models of 2D Medical Images/30. ND320 C2 L3 22 Lesson Conclusion-HvY3ibMRetY.mp42.63MB
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.mp43.08MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/02. ND320 C2 L4 02 Lesson Outline Video-47PiR8U2Td4.mp41.29MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/03. ND320 C2 L4 03 Big Picture Video-AV1cBTAReCY.mp45.75MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/04. ND320 C2 L4 05 Intended Use And Indications For Use Walkthrough Pt 1-aNl6MP1TNNk.mp46.44MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/04. ND320 C2 L4 06 Intended Use And Indications For Use Walkthrough Pt 2-nY0Kf_pXzPY.mp48.95MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/04. ND320 C2 L4 07 Intended Use And Indications For Use Walkthrough Pt 3-j3v_wjG9GPI.mp44.25MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/08. ND320 C2 L4 09 Algorithmic Limitations Walkthrough-2_TffCcvthY.mp47.58MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/12. ND320 C2 L4 11 Translate Performance Statistics Into Clinical Utility Walkthrough Pt 1-uzO_dx7nzeQ.mp49.06MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/12. ND320 C2 L4 12 Translate Performance Statistics Into Clinical Utility Walkthrough Pt 2-7O2wX27ZTs8.mp47.18MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/16. ND320 C2 L4 14 Designing An FDA Validation Plan Walkthrough-qCBH4bEEgDQ.mp410.03MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/19. ND320 C2 L4 15 Designing An FDA Validation Plan Exercise Solution Video-KoKfda3UzWg.mp48.92MB
Part 02-Module 01-Lesson 05_Translating AI Algorithms for Clinical Settings with the FDA/21. ND320 C2 L4 17 Lesson Conclusion Video-RA55OpH2uY8.mp45.96MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/01. ND320 C3 Course Intro-K_8FLF8bwho.mp42.94MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/02. ND320 C3 L0 02 Who Is AI Engineer- What Is AI For 3D Med Imaging--JgmyZSxsxbM.mp415.54MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/03. ND320 C3 L0 04 Historical Context-Xd2DpP7VKag.mp49.93MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/04. ND320 C3 L0 05 State Of AI For Med Imaging-TBkMWYPKv7Y.mp47.46MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/05. ND320 C3 L0 03 Course Content-dGJpV_SPGts.mp415.98MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/06. ND320 C3 L0 06 Tools Used In The Course-aF1htPzHlTQ.mp417.32MB
Part 03-Module 01-Lesson 01_Introduction to AI for 3D Medical Imaging/07. ND320 C3 L0 07 Summary Of The Introduction-SMJwx5H2NfE.mp43.77MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/01. ND320 C3 L1 01 Welcome To The Lesson _ Overview-e_tZLickMSY.mp43.31MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/02. ND320 C3 L1 02 What Are 3D Medical Images--dB42CFoCWIA.mp417.45MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/03. ND320 C3 L1 03 Why Use 3D Medical Images--wqHedjEWPjI.mp412.43MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/04. ND320 C3 L1 04 Who Uses 3D Medical Images--jWNmHfbOIb4.mp410.74MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/05. ND320 C3 L1 05 Example Clinical Scenario 1-BA7lAQiDA6k.mp414.01MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/05. ND320 C3 L1 06 Example Clinical Scenario 2-OEpr6ONXW8E.mp412.89MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/08. ND320 C3 L1 07 Mazen Outro--HS5lxHHSfg.mp42.38MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/09. ND320 C3 L1 08 Ivan Intro-3uoHmcjruzQ.mp410.45MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/09. ND320 C3 L1 09 Physical Principles Of CT Scanner-VOQZng6b9Vo.mp49.77MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/10. ND320 C3 L1 10 Exercise- Compute A Sinogram - Intro-Ch0gnb4sGiY.mp41.34MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/10. ND320 C3 L1 10.1 Exercise- CT Backprojection Solution Walkthrough-qULC4H62aig.mp440.12MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/11. ND320 C3 L1 11 Exercise- Compute A Sinogram - Solution-wsxt6ZxCRYs.mp43.91MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/12. ND320 C3 L1 12 CT Scanners- Exercise Summary, Hounsfield Units-h6sXx2wziXE.mp48.94MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/13. ND320 C3 L1 13 Physical Principles Of MR Scanners-R_erN8yoQCQ.mp47.03MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/14. ND320 C3 L1 13.1 Gradients And RF Pulses-Tz_8uV0MIjQ.mp43.59MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/15. ND320 C3 L1 14 K-Space, Reconstruction, T1 And T2 Sequences-G-VNEofjQaI.mp48.01MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/16. ND320 C3 L1 15 MRI Summary-PjJWKGkEr-4.mp416.05MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/17. ND320 C3 L1 16 Common 3D Imaging Data Tasks - Intro-ukhHF9rtzTE.mp41.43MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/18. ND320 C3 L1 16.1 Common 3D Imaging Data Tasks - Windowing-ieW5Lf0EqLw.mp42.28MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/19. ND320 C3 L1 16.2 Common 3D Imaging Data Tasks - Multi-Planar Reconstruct-UqS55yUuMUk.mp43.75MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/20. ND320 C3 L1 16.3 Common 3D Imaging Data Tasks - 3d Reconstruct-_pjKdwndpZ8.mp410.09MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/21. ND320 C3 L1 16.4 Common 3D Imaging Data Tasks - Registration-OexOaHsHkwA.mp44.05MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/21. ND320 C3 L1 16.5 Common 3D Imaging Data Tasks - Outro-yvLRj8vd9ms.mp42.24MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/22. ND320 C3 L1 17 Exercise Intro-oqsqRDqbJh4.mp4519.46KB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/23. ND320 C3 L1 18 Exercise - Volumetric Rendering Solution Walkthrough-OapVS7XeJwo.mp423.34MB
Part 03-Module 01-Lesson 02_3D Medical Imaging - Clinical Fundamentals/25. ND320 C3 L1 19 Lesson Outro-LfswIFRepUU.mp49.38MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/01. ND320 C3 L2 01 Welcome To The Lesson _ Overview-YgCkbjnoxzw.mp47.32MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/02. ND320 C3 L2 02 DICOM Basics-CEA1nxifMes.mp412.87MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/03. ND320 C3 L2 03 Anatomy Of DICOM File-F1wMgUxwPbE.mp461.45MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/04. ND320 C3 L2 04 Anatomy Of NIFTI File-j70WDviBTaw.mp48.68MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/05. ND320 C3 L2 05 Viewing Images Pt 1-r3KFUtWvVco.mp47.43MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/05. ND320 C3 L2 05.1 Viewing Images Pt 2-vzHwJztSyt8.mp411.03MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/07. ND320 C3 L2 06 Important Parameters Of 3D Medical Images--16DOQebcfY.mp415.91MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/08. ND320 C3 L2 07 Basic DICOM Volume EDA-WArVyluv3kM.mp446.1MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/10. ND320 C3 L2 08 Volume Dataset EDA-U9Up7KUeNuw.mp441.42MB
Part 03-Module 01-Lesson 03_3D Imaging Exploratory Data Analysis/12. ND320 C3 L2 09 Summary Of The 3D Imaging EDA Lesson-6jhBwYM--Fc.mp411.61MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/01. ND320 C3 L3 01 Welcome To The Lesson _ Overview-EKyT8xP5lqc.mp412.8MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/02. ND320 C3 L3 02 Classification And Object Detection Problems-M59z9er-w_E.mp49.94MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/03. ND320 C3 L3 03 Methods For Feature Extraction-bqrpWKXTps8.mp412.61MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/04. ND320 C3 L3 03.1 Exercise- Convolutions-EigHNL2UkGQ.mp436.11MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/06. ND320 C3 L3 05 Segmentation Problems--pLpFynZiiGk.mp416.93MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/07. ND320 C3 L3 06 Segmentation Methods-dKXvycB7d7k.mp49.71MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/09. ND320 C3 L3 07 Creating Ground Truth For Segmentation-bRaBYLk0dpQ.mp424.23MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/10. ND320 C3 L3 08 Performance Evaluation - Data Scientist Perspective-5IaZNkLiGKY.mp414.33MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/11. ND320 C3 L3 09 Performance Evaluation-18c8fjD-EBQ.mp415.03MB
Part 03-Module 01-Lesson 04_3D Medical Imaging - End-to-End Deep Learning Applications/13. ND320 C3 L3 10 Summary-rOizCQRtcNk.mp410MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/01. ND320 C3 L4 01 Welcome To The Lesson _ Overview-1Rd11bAqJGM.mp414.8MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/02. ND320 C3 L4 02 Clinical Networks And Integration Points (DICOM)-m3gYHR9WXwI.mp411.24MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/03. ND320 C3 L4 03 Clinical Networks And Integration Points (DISME)-45hRHj8n6KU.mp436.25MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/04. ND320 C3 L4 04 Clinical Networks And Integration Points (Clinical Systems)-nRLaW3vrNHs.mp417.6MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/04. ND320 C3 L4 05 Clinical Networks And Integration Points (AI Integration)-dm8Ip8u7wfg.mp412.12MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/05. ND320 C3 L4 06 Requirements For Integration Of AI Algo-_nQP7fu5QPU.mp432.38MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/07. ND320 C3 L4 07 Why Tools--DJdgSOAzv5Y.mp43.53MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/08. ND320 C3 L4 09 Scripting-l5PizNCrQkM.mp434.79MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/10. ND320 C3 L4 08 Radiologist_S Tools-xHoV0MZlGHw.mp430.3MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/11. ND320 C3 L4 10 Viewing - Web-zyALJQ7hNjI.mp417.57MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/12. ND320 C3 L4 11 Viewing - Slicer-5tPt6OMnL10.mp432.86MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/14. ND320 C3 L4 12 Tools Summary-WkfjFuo_9cg.mp44.49MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/15. ND320 C3 L4 13 FDA _ Medical Device Leg-1CoxFsUnl7A.mp426.02MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/16. ND320 C3 L4 14 FDA _ Medical Device Regulation (Process)-ECHmaWx4seo.mp429.65MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/17. ND320 C3 L4 15 HIPAA, Privacy, And Anonymization-GPf-yATW5is.mp437.61MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/19. ND320 C3 L4 16 Summary Of The In The Wild Lesson-bjliG3k1NuM.mp41.43MB
Part 03-Module 01-Lesson 05_Deploying AI Algorithms in Real World Scenarios/20. ND320 C3 Course Outro-YBhLaprdvmc.mp43.38MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/01. ND320 AIHCND C01 L00 A01 Introduction To AI And EHR V2-YKrdjcbsftc.mp49.28MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/02. ND320 AIHCND C01 L00 A02 What Is The Historical Content For EHR Data- V2-fZ0J_lTsEwU.mp45.45MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/03. ND320 AIHCND C01 L00 A03 Landscape For EHR Data V2-UOoHQsO-7ww.mp411.19MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/04. ND320 AIHCND C01 L00 A04 What Are The Sub-Topics That Lessons Are Organized Around- V2-BUMBZebewFY.mp413.63MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/05. ND320 AIHCND C01 L00 A05 What Are The Relevant Tools That Students Will Use--iyuIS7ZtFs8.mp44.03MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/06. ND320 AIHCND C01 L00 A06 Project Introduction-qRlB7WtRV5Q.mp43.19MB
Part 04-Module 01-Lesson 01_Applying AI to EHR Data Introduction/07. ND320 AIHCND C01 L00 A07 Lesson Recap V2-FjdSkbu7kz4.mp45.78MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/01. ND320 AIHCND C01 L01 A01 Data Security Overview V2-7K2DAQamdtA.mp43.2MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/02. ND320 AIHCND C01 L01 A02 Importance Of Data Privacy And Security V2-I1eU3V6u6XU.mp412.58MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/03. ND320 AIHCND C01 L01 A03 Key Healthcare Data Security And Privacy Standards And Terminology V2-iIYv5hhBE2o.mp48.29MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/04. ND320 AIHCND C01 L01 A04 Storing And Accessing PHI Data-0-8HxpQYkGA.mp44.56MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/05. ND320 AIHCND C01 L01 A05 PII Video Solution V2-qWIjLp7Vj8U.mp41.96MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/06. ND320 AIHCND C01 L01 A06 Importance Of EDA V2-QFFYldALaCI.mp45.01MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/07. ND320 AIHCND C01 L01 A07 Dataset Schema Analysis-hksgY-J4lWM.mp48.43MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/08. ND320 AIHCND C01 L01 A08 Value Distributions-qs_YRednOEY.mp44.79MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/09. ND320 AIHCND C01 L01 A09 Analyzing Dataset For Missing Values And Imputing Methods-buYLp8uczcI.mp45.99MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/10. ND320 AIHCND C01 L01 A10 Analyzing Dataset For High Cardinality-g2wPikiYyuM.mp44.01MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/12. ND320 AIHCND C01 L01 A11 EDA Exercise-Nwlb9H2pDEs.mp49.69MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/13. ND320 AIHCND C01 L01 A12 Demographic Analysis-FySSiOWg2UA.mp44.13MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/15. ND320 AIHCND C01 L01 A13 Topic 5 Solution Demographic Analysis-UKJERWto6hQ.mp44.43MB
Part 04-Module 01-Lesson 02_EHR Data Security and Analysis/16. ND320 AIHCND C01 L01 A14 Lesson Recap V2-iouq2l-BUkY.mp42.63MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/08. ND320 AIHCND C01 L03 A07 Dataset Splitting Without Data Leakage-QuxCwVxMA8s.mp43.91MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/09. ND320 AIHCND C01 L03 A08 How To Split Dataset Without Data Leakage-PRrmAYz7sRU.mp46.15MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/11. ND320 AIHCND C01 L03 A09 Dataset Splitting Without Data Leakage Quiz Solution-rQW214mrZMM.mp43.38MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/12. ND320 AIHCND C01 L03 A10 ETL With Tensorflow Dataset API-zoEkxDWEd8Y.mp47.8MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/13. ND320 AIHCND C01 L03 A11 Transform Preprocess Numerical Features With Feature Column API-OYOViyAohDg.mp48.64MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/15. ND320 AIHCND C01 L03 A12 Numerical Features Exercise Solution-hk0VHAEZdA4.mp48.04MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/16. ND320 AIHCND C01 L03 A13 Transform Preprocess Categorical Features With Feature Column API-ymL-vyz-RoU.mp410.47MB
Part 04-Module 01-Lesson 04_EHR Transformations _ Feature Engineering/18. ND320 AIHCND C01 L03 A14 Categorical Features With Feature Column API Exercise Solution-V6u7dPTsxYI.mp46.29MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/01. ND320 AIHCND C01 L04 A01 Building Models Overview V2-_UrS2i6hpHI.mp44.57MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/02. ND320 AIHCND C01 L04 A02 Build A Tensorflow Regression Model With DenseFeatures-zIttH5pj5hs.mp43.96MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/03. ND320 AIHCND C01 L04 A03 Build A Tensorflow Regression Model With DenseFeatures-UEo52_lMjKk.mp413.47MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/04. ND320 AIHCND C01 L04 A04 Common EHR Model Evaluation Metrics-UkXmlSQHUvU.mp43.19MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/06. ND320 AIHCND C01 L04 A05 Common EHR Model Evaluation Metrics Solution-vzpjojmD7F0.mp415.61MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/07. ND320 AIHCND C01 L04 A06 Demographic Bias Analysis-xrELV6dnWuA.mp44.26MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/08. ND320 AIHCND C01 L04 A07 Demographic Bias Analysis-qafhOMwyd2k.mp45.21MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/10. ND320 AIHCND C01 L04 A08 Demographic Bias Analysis Solution-E07jsC2ITrM.mp410.47MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/11. ND320 AIHCND C01 L04 A09 Uncertainty Estimation-rSpzX6xijQg.mp47.9MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/12. ND320 AIHCND C01 L04 A10 Train Uncertainty Estimation Model With TF Probability-8GQktML4aU4.mp410.23MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/14. ND320 AIHCND C01 L04 A11 Uncertainty Estimation Solution-nC2E9LYcVIc.mp413.83MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/15. ND320 AIHCND C01 L04 A12 Model Interpretability With Shapley Values-_FdcZkAGWRk.mp414.34MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/16. ND320 AIHCND C01 L04 A13 Lesson Overview-Mm0Q8D_F3qc.mp43.56MB
Part 04-Module 01-Lesson 05_Building, Evaluating and Interpreting Models/17. ND320 AIHCND C01 L04 A14 Course Recap V2-OGMn4oFkcHc.mp46.88MB
Part 04-Module 01-Lesson 06_Project Patient Selection for Diabetes Drug Testing/01. ND320 AIHCND C01 L04 A15 Project Introduction-ALPd7Mosxl4.mp45.2MB
Part 05-Module 01-Lesson 01_Introduction to Wearable Data/01. ND320 C4 L0 01 Introduction-wZaRMpLq7H0.mp410.34MB
Part 05-Module 01-Lesson 01_Introduction to Wearable Data/02. ND320 C4 L0 02 Why Are Wearable Algorithms Important---DMKkC4l194Y.mp410.86MB
Part 05-Module 01-Lesson 01_Introduction to Wearable Data/03. ND320 C4 L0 03 Apple Heart Study-9Vf5Nvrqb8M.mp44.88MB
Part 05-Module 01-Lesson 01_Introduction to Wearable Data/04. ND320 C4 L0 04 Apple Heart Study Interpretation-HE5aFTEKwuE.mp47.29MB
Part 05-Module 01-Lesson 01_Introduction to Wearable Data/06. ND320 C4 L0 05 Recap-weSsOqeV14E.mp41.76MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/01. ND320 C4 L1 01 Intro To Digital Sampling _ Signal Processing-ptQ7LQlmyVE.mp43.89MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/02. ND320 C4 L1 02 What Is A Signal--vMk-KIhyCbA.mp48.48MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/03. ND320 C4 L1 03 Sampling Analog Signals-v1oWGJjWHso.mp46.48MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/04. ND320 C4 L1 04 Time-Domain Plotting-GGE6UtMIdGc.mp46.74MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/04. ND320 C4 L1 05 Zero Crossing-utE-ELSINcw.mp45.26MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/05. ND320 C4 L1 06 Comparing 2 Plots-MFNXivoCa7Q.mp45.77MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/07. ND320 C4 L1 07 Plotting Exercise Walkthrough-r8TUTSiA6vQ.mp47.31MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/08. ND320 C4 L1 08 Resampling - Interpolation-RfltUSOwWvE.mp410.52MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/08. ND320 C4 L1 09 Non-Uniform Sampling--XDlFD5j4Rc.mp47.1MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/11. ND320 C4 L1 10 Resampling Exercise Solution-O49HkDz-DwQ.mp47.5MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/12. ND320 C4 L1 11 Fourier Transform Intuition-zPLA6IgfQ_4.mp49.52MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/12. ND320 C4 L1 12 Nyquist Frequency-YQdwnRBy6SE.mp48.76MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/13. ND320 C4 L1 13 Fourier Transform In Practice-3IWA8tMxxTA.mp416.96MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/13. ND320 C4 L1 14 Inverse FFT-W-5uoeNYFwM.mp48.41MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/16. ND320 C4 L1 15 Exercise 3 Solution-Vyp8TwbOi4E.mp42.67MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/17. ND320 C4 L1 16 Frequency Domain-Ic-wqdanMh0.mp48.6MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/19. ND320 C4 L1 17 Plotting Exercise Walkthrough-lhfTPWIkn28.mp46.36MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/20. ND320 C4 L1 18 Harmonics-byUGEDUj-mE.mp410.4MB
Part 05-Module 01-Lesson 02_Intro to Digital Sampling _ Signal Processing/21. ND320 C4 L1 19 Recap- Intro To Digital Sampling _ Signal Processing-8-3_S2weklg.mp45.1MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/01. ND320 C4 L2 01 Introduction To Sensors-CBp-Ttcqu3k.mp416.61MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/02. ND320 C4 L2 02 IMU Sensor-MLrzURDQURY.mp413.15MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/03. ND320 C4 L2 03 Accelerometer Deep Dive-GfdLzQl3POk.mp410.32MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/05. ND320 C4 L2 04 Exercise 1 Walkthrough-iG30q6U0TMM.mp47.79MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/06. ND320 C4 L2 05 PPG Sensor-PBrbk7-oPR4.mp411.42MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/08. ND320 C4 L2 06 Exercise 2 Walkthrough-V0Gpds9E848.mp49.74MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/11. ND320 C4 L2 07 Exercise 3 Walkthrough-gQUNhJk2doc.mp415.77MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/12. ND320 C4 L2 08 ECG Sensors-uSJb9ZBDTnU.mp47.81MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/13. ND320 C4 L2 09 Apple Heart Study Part II-zaFuasewbE8.mp45.69MB
Part 05-Module 01-Lesson 03_Introduction to Sensors/14. ND320 C4 L2 10 Recap Intro To Sensors-9V-0O8RfVgw.mp45.05MB
Part 05-Module 01-Lesson 04_Activity Classification/01. ND320 C4 L3 01 Intro To Activity Classifiers-dteQl6Nxo0g.mp44.82MB
Part 05-Module 01-Lesson 04_Activity Classification/02. ND320 C4 L3 02 Data Exploration-mk5A4cLeyy8.mp49.62MB
Part 05-Module 01-Lesson 04_Activity Classification/02. ND320 C4 L3 03 Plotting-fRN3iNPxJI8.mp412.32MB