Practical Transfer Learning ( Deep Learning )in Python

سرفصل های دوره

Don't Be Hero - Next Frontier in Deep Learning Image Classification and Object Detection Problems solution - Keras

1. Introduction

1. Introduction and Course Outline

2.1 flower_photos-500.zip

2.2 path for poet.zip

2.3 tensorflow-for-poets-2-master.zip

2. Do you want to be poet

3.1 One More link for peots.html

3.2 Tensor flow for poets link.html

3. Becoming Poet Part 1

4. Becoming Poet Part 2

5. Becoming Poet Part 3

6. Three main motivation for Transfer Learning

7. Success of Transfer Learning - Andrew Ng

8. Transfer Learning vs Traditional ML and Deep Learning

9. Transfer Learning vs Traditional ML and Deep Learning 2

2. Understanding Transfer Learning

1. Basic Understanding of Transfer Learning

2. Technical Terms of Transfer Learning

3. What , How and When to do Transfer Learning

4. Negative Transfer Learning

5. Inductive Bias

6. Transfer Learning in Deep Learning

7. Types of Transfer Learning in Deep Learning

8. Top-1 and Top-5 Accuracy

3. Google Teachable Machine - Unlimited edge for Transfer Learning

1. Introduction to Teachable Machine

2. Mask Face Classification

3. Indian Rupee Classification

4. Audio Classification - Man in Black

5. Audio Classification - Bell and Clap

6. Pose Classification - Bad Posture

7. Pose Classification - Yoga pose

8. Yoga Pose Testing

9. Tensorflow.js Model Deployment with p5

10. More Internal Deployment

11. Labels and Confidence Detail

12. Android Deployment

4. Worth Reading Articles

1.1 Additional Resources.zip

1. Articles.html

5. Transfer Learning in Python

1. Downloaded Model Location

2. Direct Use of Model

3. Dataset Preparation for Custom Model

4. Making of Custom Model - Last Layer change

5. Fitting of Custom Model - 4 Class Model

6. Monkey Species Classification

1.1 videorecord.zip

1. Model Downloading

2.1 monkeyclassification.zip

2. Existing Models Checking

3. Data Loading -1

4. Data Loading One Hot Encoding

5. Resnet Custom Model

6. Fitting Custom Resnet Model

7. Basic CNN Model on Monkey Dataset

8. Fitting Basic Model

9. Thank you - For the Course

7. (Optional ) 4 Classes Model (Cat , dog, horse, human)

1.1 4class.zip

1. Checking against pre-trained model

2. Dataset Preparation for Custom Model

3. Custom Model

4. Fitting the Model

8. (Optional)Full Demo - DOG CAT Classifier

1.1 Cat Dog Dataset.html

1.2 train.zip

1. Data Preparation-1

2.1 full transfer learning code.docx

2. Image to Numpy Array

3. Label Encoding

4. Basic CNN Model-1

5. CNN Model-2 with Drop out and More layer

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تولید کننده: Udemy-Training