Practical Transfer Learning ( Deep Learning ) in Python
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tuts756
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Description
Don’t be Hero . as It is well said..
Let;s Enroll and utilize works of Hero for our problems.
Everyone can not do research like Yann Lecun or Andrew Ng. They are focused on improving machine learning algorithms for better world.
But as an individual and for industry, we are more concern with specific application and its accuracy.
Transfer Learning is the solution for many existing problems. Transfer learning uses existing knowledge of previously learned model to new frontier.
I will demonstrate code to do Transfer Learning in Image Classification.
Knowledge gain to recognize cycle and bike can be used to recognize car.
There are various ways we can achieve transfer learning. I will discuss Pre trained model, Fine tunning and feature extraction techniques.
Once again. Let’s not be Hero . and enroll in this course.
Who this course is for:
Deep Learning Enthusiastic
Anyone who want to jump start Machine Learning
Requirements
Basic Understanding of Python
Basic Understanding of Machine Learning Terms
Some Idea on CNN models
Last Updated 11/2022
| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/1.2 train.zip | 543.17 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/2.1 full transfer learning code.docx | 27.19 KiB |
| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/2.1 MonkeyClassification.py | 8.21 KiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2.2 path for poet.txt | 486 B |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/3.1 One More link for peots.html | 137 B |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/1.1 Cat Dog Dataset.html | 103 B |
| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/4. Worth Reading Articles/1. Articles.html | 82 B |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/4. Becoming Poet Part 2.mp4 | 130.94 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/7. (Optional ) 4 Classes Model (Cat , dog, horse, human)/2. Dataset Preparation for Custom Model.mp4 | 123.4 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/3. Dataset Preparation for Custom Model.mp4 | 123.37 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/7. (Optional ) 4 Classes Model (Cat , dog, horse, human)/1. Checking against pre-trained model.mp4 | 106.16 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/2. Direct Use of Model.mp4 | 106.13 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/5. Resnet Custom Model.mp4 | 94.44 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/9. Tensorflow.js Model Deployment with p5.mp4 | 66.07 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/1. Introduction to Teachable Machine.mp4 | 43.09 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/6. Transfer Learning in Deep Learning.mp4 | 38.95 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/2. Mask Face Classification.mp4 | 38.85 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2. Do you want to be poet.mp4 | 34.99 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2.1 flower_photos-500.zip | 34.63 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/8. Top-1 and Top-5 Accuracy.mp4 | 32.9 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2.3 tensorflow-for-poets-2-master.zip | 28.07 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/7. Types of Transfer Learning in Deep Learning.mp4 | 26.45 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/10. More Internal Deployment.mp4 | 23.25 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/5. Audio Classification - Bell and Clap.mp4 | 23.07 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/5. Fitting of Custom Model - 4 Class Model.mp4 | 22.16 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/7. (Optional ) 4 Classes Model (Cat , dog, horse, human)/4. Fitting the Model.mp4 | 22.16 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/11. Labels and Confidence Detail.mp4 | 22.06 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/7. Pose Classification - Yoga pose.mp4 | 21.62 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/2. Technical Terms of Transfer Learning.mp4 | 19.64 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/3. What , How and When to do Transfer Learning.mp4 | 18.64 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/5. CNN Model-2 with Drop out and More layer.mp4 | 18.12 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/4. Worth Reading Articles/1.1 Additional Resources.zip | 17.86 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/6. Three main motivation for Transfer Learning.mp4 | 11.99 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/1. Introduction and Course Outline.mp4 | 8.53 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/4. Negative Transfer Learning.mp4 | 8 MiB |
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| [TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/9. Thank you - For the Course.mp4 | 2.81 MiB |
