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<!DOCTYPE html>
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.intercom-messenger-frame{z-index:2147483001!important;width:100%!important;height:100%!important;max-height:none!important;top:0!important;left:0!important;right:0!important;bottom:0!important}#intercom-container .intercom-app-launcher-enabled .intercom-messenger-frame{height:100%!important;bottom:0!important}#intercom-container .intercom-messenger-frame{border-radius:0!important}#intercom-container .intercom-chat{width:calc(100% - 100px);max-width:260px}#intercom-container .intercom-note{right:0;left:0;margin:0 auto}#intercom-container .intercom-post-container{padding:0}#intercom-container .intercom-messenger-gradient{display:none}}@media only screen and (max-device-width:667px){#intercom-container .intercom-launcher-close-icon,#intercom-container .intercom-launcher-open-icon{-webkit-transform:none;-ms-transform:none;transform:none}#intercom-container .intercom-launcher-active .intercom-launcher-open-icon{opacity:1;-webkit-transform:none;-ms-transform:none;transform:none}#intercom-container .intercom-launcher-active .intercom-launcher-close-icon{opacity:0}#intercom-container .intercom-notifications{width:260px}#intercom-container .intercom-notifications-dismiss-button{opacity:1}#intercom-container .intercom-chat-snippet{width:100%}#intercom-container .intercom-snippet{margin:0 auto;width:calc(100% - 20px)}}</style><script type="text/javascript" charset="utf-8" async="" src="./transfer_learning_different_cases_files/7.68257.js"></script><script type="text/javascript" charset="utf-8" async="" src="./transfer_learning_different_cases_files/11.ec3d5.js"></script><script type="text/javascript" charset="utf8" async="" src="./transfer_learning_different_cases_files/iframe_api"></script></head><body lang="en-us" class=""><div id="app" class=""><div data-reactroot=""><div class="fixed-panels--fixed-panels--3v3cX"><noscript></noscript><div class="student-panel-container--container--4OWUd"><div class="title-bar--title-bar--3_Vqu title-bar--hover--2yHnG"><div class="minimized-panel--minimized-panel--3P2Md"><div class="minimized-panel--header--1bgzM">Mentorship</div></div><div class="title-bar--end--2DaUI"><div class="title-bar--icon-minimize--1o723 title-bar--_icon--2rz-j title-bar--item--2SJr2"></div><div class="title-bar--icon-pop--1mj-R title-bar--_icon--2rz-j title-bar--item--2SJr2"></div><div class="title-bar--icon-close--1UhLy title-bar--_icon--2rz-j title-bar--item--2SJr2"></div></div></div></div></div><div id="main"><!-- react-empty: 176 --><!-- react-empty: 177 --><style type="text/css">
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</style><div class="content"><div><div><div class="index--container--1vE6I"><!-- react-empty: 2567 --><nav class="index--nav-container--2sb97"><div class="index--site-nav--2O01X"><div id="main-layout-sidebar" class="index--secondary-nav--25ZjD"><div class="_tabbed-sidebar--tabbed-sidebar--2sa1t"><h3 class="_tabbed-sidebar--header--3R6dH"><a href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e"><span class="_tabbed-sidebar--title-content--3swNW"><span class="_tabbed-sidebar--arrow--1uPCk"><span class="ureact-glyph--glyph-back--3h6jH ureact-glyph--glyph--1Jrv-" title=""><i></i></span></span><span class="_tabbed-sidebar--title--1Dx5w text--nowrap-ellipsis--TMdB3"><span>Lesson 11:</span><span class="_tabbed-sidebar--title-text--cn8Q5 text--nowrap-ellipsis--TMdB3"><!-- react-text: 2581 --> <!-- /react-text --><!-- react-text: 2582 -->Transfer Learning<!-- /react-text --></span></span></span></a></h3><ul role="tablist" class="_tabbed-sidebar--tabs--14G3R"><li class="_tab--tab-selected--aXhxZ"><a aria-controls="sidebar-concepts-list" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/10489223-72fa-4393-848b-f882ba3cf7f9#" role="tab" title="Concepts"><span class="ureact-glyph--glyph-concepts--2hunw ureact-glyph--glyph--1Jrv-" title="Concepts"><i>Concepts</i></span></a></li><li class="_tab--tab--1KsNw"><a aria-controls="sidebar-resources-list" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/10489223-72fa-4393-848b-f882ba3cf7f9#" role="tab" title="Resources"><span class="ureact-glyph--glyph-resources--1PU38 ureact-glyph--glyph--1Jrv-" title="Resources"><i>Resources</i></span></a></li><li class="_tab--tab--1KsNw"><a aria-controls="sidebar-search-list" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/10489223-72fa-4393-848b-f882ba3cf7f9#" role="tab" title="Search"><span class="ureact-glyph--glyph-search--2iIh1 ureact-glyph--glyph--1Jrv-" title="Search"><i>Search</i></span></a></li></ul><div class="_tabbed-sidebar--tab-content--LZOAX scrollbar--dark--3Rnqy"><ol role="tabpanel" aria-labelledby="sidebar-concepts-list" class="index--contents-list--33vHB"><li id="contents-list-scroll-target-ee285e2a-8339-466c-aa6b-d1832199e0f2" class="_item--item--dTIux"><a title="1. Introduction" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/ee285e2a-8339-466c-aa6b-d1832199e0f2"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2602 --> <!-- /react-text --><!-- react-text: 2603 -->1. Introduction<!-- /react-text --></a></li><li id="contents-list-scroll-target-8802cd58-405c-4059-9d77-de446949ad91" class="_item--item--dTIux"><a title="2. Bryan Catanzaro" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/8802cd58-405c-4059-9d77-de446949ad91"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2608 --> <!-- /react-text --><!-- react-text: 2609 -->2. Bryan Catanzaro<!-- /react-text --></a></li><li id="contents-list-scroll-target-2254e5df-8231-433e-8273-53572e0be7d8" class="_item--item--dTIux"><a title="3. GPU vs. CPU" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/2254e5df-8231-433e-8273-53572e0be7d8"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2614 --> <!-- /react-text --><!-- react-text: 2615 -->3. GPU vs. CPU<!-- /react-text --></a></li><li id="contents-list-scroll-target-10489223-72fa-4393-848b-f882ba3cf7f9" class="_item--item-selected--3LMMf"><a title="4. Transfer Learning" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/10489223-72fa-4393-848b-f882ba3cf7f9"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2620 --> <!-- /react-text --><!-- react-text: 2621 -->4. Transfer Learning<!-- /react-text --></a></li><li id="contents-list-scroll-target-ae128d50-30a1-4c6a-bc44-6d3b0d7e1730" class="_item--item--dTIux"><a title="5. Deep Learning History" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/ae128d50-30a1-4c6a-bc44-6d3b0d7e1730"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2626 --> <!-- /react-text --><!-- react-text: 2627 -->5. Deep Learning History<!-- /react-text --></a></li><li id="contents-list-scroll-target-e401e31c-bf5b-4504-aa56-dcb95a65bd96" class="_item--item--dTIux"><a title="6. ImageNet" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/e401e31c-bf5b-4504-aa56-dcb95a65bd96"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2632 --> <!-- /react-text --><!-- react-text: 2633 -->6. ImageNet<!-- /react-text --></a></li><li id="contents-list-scroll-target-eb3b073d-75cb-4a44-b21f-f8df52379a73" class="_item--item--dTIux"><a title="7. AlexNet" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/eb3b073d-75cb-4a44-b21f-f8df52379a73"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2638 --> <!-- /react-text --><!-- react-text: 2639 -->7. AlexNet<!-- /react-text --></a></li><li id="contents-list-scroll-target-45cc6599-5059-42dc-8c92-ad5cd7e7ca3e" class="_item--item--dTIux"><a title="8. Lab: AlexNet" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/45cc6599-5059-42dc-8c92-ad5cd7e7ca3e"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2644 --> <!-- /react-text --><!-- react-text: 2645 -->8. Lab: AlexNet<!-- /react-text --></a></li><li id="contents-list-scroll-target-92d3669c-5060-48b4-9f4e-b8db58d1eb32" class="_item--item--dTIux"><a title="9. Lab: ImageNet Inference" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/92d3669c-5060-48b4-9f4e-b8db58d1eb32"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2650 --> <!-- /react-text --><!-- react-text: 2651 -->9. Lab: ImageNet Inference<!-- /react-text --></a></li><li id="contents-list-scroll-target-ec669f21-1e4c-4af8-9397-1a7adbe65c8a" class="_item--item--dTIux"><a title="10. Lab: Traffic Sign Inference" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/ec669f21-1e4c-4af8-9397-1a7adbe65c8a"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2656 --> <!-- /react-text --><!-- react-text: 2657 -->10. Lab: Traffic Sign Inference<!-- /react-text --></a></li><li id="contents-list-scroll-target-c26696ca-0eb9-45d6-9896-fa528e326034" class="_item--item--dTIux"><a title="11. Lab: Solution - Traffic Sign Inference" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/c26696ca-0eb9-45d6-9896-fa528e326034"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2662 --> <!-- /react-text --><!-- react-text: 2663 -->11. Lab: Solution - Traffic Sign Inference<!-- /react-text --></a></li><li id="contents-list-scroll-target-e5db8d83-bc03-4138-8ce8-896b933f91dc" class="_item--item--dTIux"><a title="12. Lab: Feature Extraction" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/e5db8d83-bc03-4138-8ce8-896b933f91dc"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2668 --> <!-- /react-text --><!-- react-text: 2669 -->12. Lab: Feature Extraction<!-- /react-text --></a></li><li id="contents-list-scroll-target-9df34f1c-20e7-47dc-9c2c-820bd062d6ea" class="_item--item--dTIux"><a title="13. Lab: Solution - Feature Extraction" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/9df34f1c-20e7-47dc-9c2c-820bd062d6ea"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2674 --> <!-- /react-text --><!-- react-text: 2675 -->13. Lab: Solution - Feature Extraction<!-- /react-text --></a></li><li id="contents-list-scroll-target-3285edc3-27d3-429e-a28b-8a262f3d9a17" class="_item--item--dTIux"><a title="14. Lab: Training the Feature Extractor" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/3285edc3-27d3-429e-a28b-8a262f3d9a17"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2680 --> <!-- /react-text --><!-- react-text: 2681 -->14. Lab: Training the Feature Extractor<!-- /react-text --></a></li><li id="contents-list-scroll-target-e62ee7c0-9b1a-469f-89ab-9250671cb0ed" class="_item--item--dTIux"><a title="15. Lab: Solution - Training the Feature Extractor" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/e62ee7c0-9b1a-469f-89ab-9250671cb0ed"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2686 --> <!-- /react-text --><!-- react-text: 2687 -->15. Lab: Solution - Training the Feature Extractor<!-- /react-text --></a></li><li id="contents-list-scroll-target-f6b24c28-b5f0-4687-93ab-8692bf76e01f" class="_item--item--dTIux"><a title="16. Lab: Conclusion" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/f6b24c28-b5f0-4687-93ab-8692bf76e01f"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2692 --> <!-- /react-text --><!-- react-text: 2693 -->16. Lab: Conclusion<!-- /react-text --></a></li><li id="contents-list-scroll-target-aaccc3db-3142-4c99-8a08-b36dd39b9d49" class="_item--item--dTIux"><a title="17. AlexNet Today" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/aaccc3db-3142-4c99-8a08-b36dd39b9d49"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2698 --> <!-- /react-text --><!-- react-text: 2699 -->17. AlexNet Today<!-- /react-text --></a></li><li id="contents-list-scroll-target-ac8f71a2-052c-4591-8063-e5d877ca2eeb" class="_item--item--dTIux"><a title="18. VGG" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/ac8f71a2-052c-4591-8063-e5d877ca2eeb"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2704 --> <!-- /react-text --><!-- react-text: 2705 -->18. VGG<!-- /react-text --></a></li><li id="contents-list-scroll-target-8dcba1ab-df7a-47a7-adb9-f2ee478e0308" class="_item--item--dTIux"><a title="19. Empirics" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/8dcba1ab-df7a-47a7-adb9-f2ee478e0308"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2710 --> <!-- /react-text --><!-- react-text: 2711 -->19. Empirics<!-- /react-text --></a></li><li id="contents-list-scroll-target-4e549026-dfcd-488f-85bf-6d0d32f52ad8" class="_item--item--dTIux"><a title="20. GoogLeNet" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/4e549026-dfcd-488f-85bf-6d0d32f52ad8"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2716 --> <!-- /react-text --><!-- react-text: 2717 -->20. GoogLeNet<!-- /react-text --></a></li><li id="contents-list-scroll-target-75e52c2d-aa00-4dbc-b56e-c88415ff3183" class="_item--item--dTIux"><a title="21. ResNet" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/75e52c2d-aa00-4dbc-b56e-c88415ff3183"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2722 --> <!-- /react-text --><!-- react-text: 2723 -->21. ResNet<!-- /react-text --></a></li><li id="contents-list-scroll-target-cf5f5628-9a52-4500-a862-d08a2967b3ca" class="_item--item--dTIux"><a title="22. Lab: VGG, Inception (GoogLeNet) and ResNet" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/cf5f5628-9a52-4500-a862-d08a2967b3ca"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2728 --> <!-- /react-text --><!-- react-text: 2729 -->22. Lab: VGG, Inception (GoogLeNet) and ResNet<!-- /react-text --></a></li><li id="contents-list-scroll-target-ce33f00b-c060-430c-b80d-b78cdd7373c6" class="_item--item--dTIux"><a title="23. Lab: Cifar10 Aside" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/ce33f00b-c060-430c-b80d-b78cdd7373c6"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2734 --> <!-- /react-text --><!-- react-text: 2735 -->23. Lab: Cifar10 Aside<!-- /react-text --></a></li><li id="contents-list-scroll-target-ff693f49-d100-460e-9e96-16832237e24f" class="_item--item--dTIux"><a title="24. Lab: Feature Extraction with Cifar10" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/ff693f49-d100-460e-9e96-16832237e24f"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2740 --> <!-- /react-text --><!-- react-text: 2741 -->24. Lab: Feature Extraction with Cifar10<!-- /react-text --></a></li><li id="contents-list-scroll-target-1aa79a5f-02da-4222-88ad-e48182c5304c" class="_item--item--dTIux"><a title="25. Lab: Solution - Feature Extraction with Cifar10" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/1aa79a5f-02da-4222-88ad-e48182c5304c"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2746 --> <!-- /react-text --><!-- react-text: 2747 -->25. Lab: Solution - Feature Extraction with Cifar10<!-- /react-text --></a></li><li id="contents-list-scroll-target-2375e97a-dff3-49a0-a57c-44f57e8ff4a7" class="_item--item--dTIux"><a title="26. Lab: Feature Extraction with Traffic Signs" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/2375e97a-dff3-49a0-a57c-44f57e8ff4a7"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2752 --> <!-- /react-text --><!-- react-text: 2753 -->26. Lab: Feature Extraction with Traffic Signs<!-- /react-text --></a></li><li id="contents-list-scroll-target-1cd82bc1-cfcc-4247-b94b-ae0987feb9ee" class="_item--item--dTIux"><a title="27. Lab: Solution - Feature Extraction with Traffic Signs" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/1cd82bc1-cfcc-4247-b94b-ae0987feb9ee"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2758 --> <!-- /react-text --><!-- react-text: 2759 -->27. Lab: Solution - Feature Extraction with Traffic Signs<!-- /react-text --></a></li><li id="contents-list-scroll-target-7b85beb6-331e-46a2-ba87-5abe8bb8e846" class="_item--item--dTIux"><a title="28. Lab: Transfer Learning Summary" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/7b85beb6-331e-46a2-ba87-5abe8bb8e846"><span class="_item--waypoint-check--nmzcM ureact-glyph--glyph-check--juiUz ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2764 --> <!-- /react-text --><!-- react-text: 2765 -->28. Lab: Transfer Learning Summary<!-- /react-text --></a></li><li id="contents-list-scroll-target-adf2746b-af76-4d22-b2fc-51c36400b34b" class="_item--item--dTIux"><a title="29. Outro" href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/adf2746b-af76-4d22-b2fc-51c36400b34b"><span class="_item--waypoint-circle--3-qL8 ureact-glyph--glyph-waypoint--ti3e_ ureact-glyph--glyph--1Jrv-" title=""><i></i></span><!-- react-text: 2770 --> <!-- /react-text --><!-- react-text: 2771 -->29. Outro<!-- /react-text --></a></li></ol></div><div class="_tabbed-sidebar--footer--1sCw6"><div class="index--mentorship-access-footer--2DTns"><a class="index--container--2QxUb"><div class="index--avatar--2PsVN"></div><div class="index--text--EqxEI"><h2 class="index--title--vBgH_">Mentorship</h2><p class="index--subtitle--3HoR5">Get support and stay on track</p></div></a></div></div></div></div></div></nav><main class="index--main--2yIqi" style="padding-top: 58px;"><div class="index--title-area-scroll--up6OP" style="margin-left: 320px;"><div class="_header--header--29qWR"><div><div class="container-fluid"><div class="row"><nav class="index--dark-header--2SHyn index--_header--36qYf"><div class="index--left-node-container--1Gz_w"><div class="navbar-left"><div class="index--left-node--2-_Nr"><div><a href="https://classroom.udacity.com/nanodegrees/nd013/parts/fbf77062-5703-404e-b60c-95b78b2f3f9e/modules/6df7ae49-c61c-4bb2-a23e-6527e69209ec/lessons/e12c47b6-316e-4a0b-aae5-2f2c5fcd99f5/concepts/10489223-72fa-4393-848b-f882ba3cf7f9#" title="Show/Hide Nav" class="index--hamburger-icon--ERGcw">Show/Hide Nav</a></div></div></div></div><div class="index--center-node-container--X8VwW"><div class="navbar-center text-center"><div class="_header--container--43Wj-"><div class="_header--previous--XD-ou _header--_nav-button--3XreI"></div><h1 id="header-title" aria-live="assertive">Transfer Learning</h1><div class="_header--next--8CFjm _header--_nav-button--3XreI"></div></div></div></div><div class="index--right-node-container--17x88"></div></nav></div><div class="row"></div></div></div></div></div><div class="index--content-area--1FEjE" style="margin-left: 320px;"><div id="main-layout-content" aria-labelledby="header-title" class="_body--body-scrolled--3x59-"><div class="_main--main--3mpPA"><div class="_main--content-container--ILkoI"><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div><div class="video-atom--video--1rflY"><div><div><div class="youtube-player--youtube-player--1kyG7"><div class="youtube-player--embed-responsive-16x9--x203G youtube-player--_embed-responsive--wS2qC"><span><iframe class="embed-responsive-item" frameborder="0" allowfullscreen="1" title="YouTube video player" width="640" height="360" src="./transfer_learning_different_cases_files/pkCUxzJNtfI.html" id="undefined"></iframe></span></div></div></div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><h3 id="the-four-main-cases-when-using-transfer-learning">The Four Main Cases When Using Transfer Learning</h3>
<p>Transfer learning involves taking a pre-trained neural network and adapting the neural network to a new, different data set. </p>
<p>Depending on both:</p>
<ul>
<li>the size of the new data set, and</li>
<li>the similarity of the new data set to the original data set</li>
</ul>
<p>the approach for using transfer learning will be different. There are four main cases:</p>
<ol>
<li>new data set is small, new data is similar to original training data</li>
<li>new data set is small, new data is different from original training data</li>
<li>new data set is large, new data is similar to original training data</li>
<li>new data set is large, new data is different from original training data</li>
</ol>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-01.png" alt="Four Cases When Using Transfer Learning" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Four Cases When Using Transfer Learning</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>A large data set might have one million images. A small data could have two-thousand images. The dividing line between a large data set and small data set is somewhat subjective. Overfitting is a concern when using transfer learning with a small data set. </p>
<p>Images of dogs and images of wolves would be considered similar; the images would share common characteristics. A data set of flower images would be different from a data set of dog images. </p>
<p>Each of the four transfer learning cases has its own approach. In the following sections, we will look at each case one by one.</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><h3 id="demonstration-network">Demonstration Network</h3>
<p>To explain how each situation works, we will start with a generic pre-trained convolutional neural network and explain how to adjust the network for each case. Our example network contains three convolutional layers and three fully connected layers:</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-02.png" alt="General Overview of a Neural Network" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>General Overview of a Neural Network</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Here is an generalized overview of what the convolutional neural network does: </p>
<ul>
<li>the first layer will detect edges in the image</li>
<li>the second layer will detect shapes</li>
<li>the third convolutional layer detects higher level features</li>
</ul>
<p>Each transfer learning case will use the pre-trained convolutional neural network in a different way.</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><h3 id="case-1-small-data-set-similar-data">Case 1: Small Data Set, Similar Data</h3>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-03.png" alt="Case 1: Small Data Set with Similar Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Case 1: Small Data Set with Similar Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>If the new data set is small and similar to the original training data:</p>
<ul>
<li>slice off the end of the neural network</li>
<li>add a new fully connected layer that matches the number of classes in the new data set</li>
<li>randomize the weights of the new fully connected layer; freeze all the weights from the pre-trained network</li>
<li>train the network to update the weights of the new fully connected layer</li>
</ul>
<p>To avoid overfitting on the small data set, the weights of the original network will be held constant rather than re-training the weights. </p>
<p>Since the data sets are similar, images from each data set will have similar higher level features. Therefore most or all of the pre-trained neural network layers already contain relevant information about the new data set and should be kept.</p>
<p>Here's how to visualize this approach:</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-04.png" alt="Neural Network with Small Data Set, Similar Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Neural Network with Small Data Set, Similar Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><h3 id="case-2-small-data-set-different-data">Case 2: Small Data Set, Different Data</h3>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-05.png" alt="Case 2: Small Data Set, Different Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Case 2: Small Data Set, Different Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>If the new data set is small and different from the original training data:</p>
<ul>
<li>slice off most of the pre-trained layers near the beginning of the network</li>
<li>add to the remaining pre-trained layers a new fully connected layer that matches the number of classes in the new data set</li>
<li>randomize the weights of the new fully connected layer; freeze all the weights from the pre-trained network</li>
<li>train the network to update the weights of the new fully connected layer</li>
</ul>
<p>Because the data set is small, overfitting is still a concern. To combat overfitting, the weights of the original neural network will be held constant, like in the first case.</p>
<p>But the original training set and the new data set do not share higher level features. In this case, the new network will only use the layers containing lower level features.</p>
<p>Here is how to visualize this approach:</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-06.png" alt="Neural Network with Small Data Set, Different Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Neural Network with Small Data Set, Different Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><h3 id="case-3-large-data-set-similar-data">Case 3: Large Data Set, Similar Data</h3>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-07.png" alt="Case 3: Large Data Set, Similar Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Case 3: Large Data Set, Similar Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>If the new data set is large and similar to the original training data:</p>
<ul>
<li>remove the last fully connected layer and replace with a layer matching the number of classes in the new data set</li>
<li>randomly initialize the weights in the new fully connected layer</li>
<li>initialize the rest of the weights using the pre-trained weights </li>
<li>re-train the entire neural network</li>
</ul>
<p>Overfitting is not as much of a concern when training on a large data set; therefore, you can re-train all of the weights.</p>
<p>Because the original training set and the new data set share higher level features, the entire neural network is used as well.</p>
<p>Here is how to visualize this approach:</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-08.png" alt="Neural Network with Large Data Set, Similar Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Neural Network with Large Data Set, Similar Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><h3 id="case-4-large-data-set-different-data">Case 4: Large Data Set, Different Data</h3>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-09.png" alt="Case 4: Large Data Set, Different Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Case 4: Large Data Set, Different Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="ltr"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>If the new data set is large and different from the original training data:</p>
<ul>
<li>remove the last fully connected layer and replace with a layer matching the number of classes in the new data set</li>
<li>retrain the network from scratch with randomly initialized weights</li>
<li>alternatively, you could just use the same strategy as the "large and similar" data case</li>
</ul>
<p>Even though the data set is different from the training data, initializing the weights from the pre-trained network might make training faster. So this case is exactly the same as the case with a large, similar data set.</p>
<p>If using the pre-trained network as a starting point does not produce a successful model, another option is to randomly initialize the convolutional neural network weights and train the network from scratch.</p>
<p>Here is how to visualize this approach:</p>
</div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div><div class="index--container--2OwOl"><div class="index--atom--lmAIo layout--content--3Smmq"><div class="image-atom--image-atom--1XDdu"><div class="index--image-atom-content--YoZVu"><div class="index--image-and-annotations-container--1o6QP"><img src="./transfer_learning_different_cases_files/02-guide-how-transfer-learning-v3-10.png" alt="Neural Network with Large Data Set, Different Data" class="index--image--1wh9w" style="width: 560px;"></div><div class="index--caption--34paT"><div class="ureact-markdown--markdown--3IhZa ureact-markdown"><p>Neural Network with Large Data Set, Different Data</p>
</div></div></div></div><span></span></div><div class="index--instructor-notes-container--24U8Y shared--outer-container--3eppq"><div class="index--instructor-notes--39nNE layout--content--3Smmq"><div><noscript></noscript></div></div></div></div></div><div class="_main--footer-container--3vC-_"><button type="button" class="ureact-button--secondary--2oU3S ureact-button--_btn--2nt_i _main--next-button--3S6i6 ureact-button--standard--2Vhlo" style="cursor: pointer;">Next</button></div></div></div></div></main></div><noscript></noscript><noscript></noscript><noscript></noscript></div></div></div><noscript></noscript></div></div></div><script src="./transfer_learning_different_cases_files/manifest.9235f.js"></script><script src="./transfer_learning_different_cases_files/vendor.41e17.js"></script><script src="./transfer_learning_different_cases_files/app.38f7e.js"></script><iframe name="stripeXDM_default964266_provider" id="stripeXDM_default964266_provider" src="./transfer_learning_different_cases_files/channel.html" frameborder="0" style="position: absolute; top: -2000px; left: 0px;"></iframe><iframe id="intercom-frame" style="display: none;" src="./transfer_learning_different_cases_files/saved_resource.html"></iframe><div id="intercom-container" style="position: fixed; width: 0px; height: 0px; bottom: 0px; right: 0px; z-index: 2147483647;"><div data-reactroot="" class="intercom-app"><span></span><span></span><!-- react-empty: 4 --><span></span></div></div><textarea style="letter-spacing:normal;line-height:normal;padding-top:12px;padding-bottom:12px;font-family:system-ui;font-weight:normal;font-size:14px;text-rendering:auto;text-transform:none;width:290px;text-indent:0px;padding-left:18px;padding-right:18px;border-width:0px;box-sizing:border-box;
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