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Practical Transfer Learning (Deep Learning) In Python
TORRENT SUMMARY
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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
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TutsNode.net.txt
63 B
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2. Do you want to be poet.mp4
35 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2.1 flower_photos-500.zip
34.6 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2.2 path for poet.txt
486 B
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/2.3 tensorflow-for-poets-2-master.zip
28.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/3. Becoming Poet Part 1.mp4
74.3 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/3.1 One More link for peots.html
137 B
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/3.2 Tensor flow for poets link.html
132 B
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/4. Becoming Poet Part 2.mp4
130.9 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/1. Introduction/9. Transfer Learning vs Traditional ML and Deep Learning 2.mp4
14.5 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/1. Basic Understanding of Transfer Learning.mp4
17.4 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/2. Technical Terms of Transfer Learning.mp4
19.6 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/3. What , How and When to do Transfer Learning.mp4
18.6 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/6. Transfer Learning in Deep Learning.mp4
38.9 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/7. Types of Transfer Learning in Deep Learning.mp4
26.5 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/2. Understanding Transfer Learning/8. Top-1 and Top-5 Accuracy.mp4
32.9 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/1. Introduction to Teachable Machine.mp4
43.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/10. More Internal Deployment.mp4
23.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/11. Labels and Confidence Detail.mp4
22.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/12. Android Deployment.mp4
59.7 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/2. Mask Face Classification.mp4
38.8 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/3. Indian Rupee Classification.mp4
54.5 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/4. Audio Classification - Man in Black.mp4
54.8 MB
[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
23.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/6. Pose Classification - Bad Posture.mp4
21.4 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/3. Google Teachable Machine - Unlimited edge for Transfer Learning/7. Pose Classification - Yoga pose.mp4
21.6 MB
[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
66.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/4. Worth Reading Articles/1. Articles.html
82 B
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/4. Worth Reading Articles/1.1 Additional Resources.zip
17.9 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/2. Direct Use of Model.mp4
106.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/3. Dataset Preparation for Custom Model.mp4
123.4 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/4. Making of Custom Model - Last Layer change.mp4
82.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/5. Transfer Learning in Python/5. Fitting of Custom Model - 4 Class Model.mp4
22.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/1.1 videorecord.py
3.7 KB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/2. Existing Models Checking.mp4
89.9 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/2.1 MonkeyClassification.py
8.2 KB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/3. Data Loading -1.mp4
82.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/4. Data Loading One Hot Encoding.mp4
70.7 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/5. Resnet Custom Model.mp4
94.4 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/6. Fitting Custom Resnet Model.mp4
73.5 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/7. Basic CNN Model on Monkey Dataset.mp4
49.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/6. Monkey Species Classification/8. Fitting Basic Model.mp4
15.3 MB
[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
106.2 MB
[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 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/7. (Optional ) 4 Classes Model (Cat , dog, horse, human)/3. Custom Model.mp4
82.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/7. (Optional ) 4 Classes Model (Cat , dog, horse, human)/4. Fitting the Model.mp4
22.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/1. Data Preparation-1.mp4
129.1 MB
[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/8. (Optional)Full Demo - DOG CAT Classifier/1.2 train.zip
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[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/2. Image to Numpy Array.mp4
75.1 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/2.1 full transfer learning code.docx
27.2 KB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/3. Label Encoding.mp4
43.2 MB
[TutsNode.net] - Practical Transfer Learning (Deep Learning) in Python/8. (Optional)Full Demo - DOG CAT Classifier/4. Basic CNN Model-1.mp4
87.4 MB
[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
