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Udemy - Hands-On Keras For Machine Learning Engineers
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MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Genre: eLearning | Language: English + srt | Duration: 70 lectures (2h 15m) | Size: 1 GB A Step-by-Step Guide to Building Deep Learning Models in Keras What you'll learn: How to use more advanced techniques required for developing state-of-the-art deep learning models How to build larger models for image and text data How to use advanced image augmentation techniques in order to lift model performance An in-depth introduction to the Keras deep learning library How to develop and evaluate neural network models end-to-end How to serialize your models to disk
Requirements A basic understanding of programming in Python Familiarity with the machine learning process
Description ** Mike's courses are popular with many of our clients." Josh Gordon, Developer Advocate, Google **
"This is well developed with an appropriate level of animation and illustration." - Bruce
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction.mp4
25.2 MB
~Get Your Files Here !/1. Introduction/1. Introduction.srt
3 KB
~Get Your Files Here !/1. Introduction/2. What You'll Learn in this Course.mp4
23.5 MB
~Get Your Files Here !/1. Introduction/2. What You'll Learn in this Course.srt
2.8 KB
~Get Your Files Here !/1. Introduction/3. Is this Course Right for You.mp4
15.2 MB
~Get Your Files Here !/1. Introduction/3. Is this Course Right for You.srt
1.6 KB
~Get Your Files Here !/1. Introduction/4. What is Keras.mp4
4.6 MB
~Get Your Files Here !/1. Introduction/4. What is Keras.srt
2.3 KB
~Get Your Files Here !/2. Foundations/1. Theano.mp4
25.2 MB
~Get Your Files Here !/2. Foundations/1. Theano.srt
3.3 KB
~Get Your Files Here !/2. Foundations/10. Performance Evaluation on Neural Networks.mp4
27.5 MB
~Get Your Files Here !/2. Foundations/10. Performance Evaluation on Neural Networks.srt
2.4 KB
~Get Your Files Here !/2. Foundations/11. Demo Case Study on Data Segmentation.mp4
23.2 MB
~Get Your Files Here !/2. Foundations/11. Demo Case Study on Data Segmentation.srt
5.5 KB
~Get Your Files Here !/2. Foundations/12. Scikit-Learn For General Machine Learning.mp4
16.7 MB
~Get Your Files Here !/2. Foundations/12. Scikit-Learn For General Machine Learning.srt
1.9 KB
~Get Your Files Here !/2. Foundations/13. Evaluate Models with Cross-Validation.mp4
9.2 MB
~Get Your Files Here !/2. Foundations/13. Evaluate Models with Cross-Validation.srt
2.2 KB
~Get Your Files Here !/2. Foundations/14. Grid Search Deep Learning Model Parameters.mp4
19.9 MB
~Get Your Files Here !/2. Foundations/14. Grid Search Deep Learning Model Parameters.srt
3.9 KB
~Get Your Files Here !/2. Foundations/15. Demo Case Study on Multiclass Classification.mp4
24.3 MB
~Get Your Files Here !/2. Foundations/15. Demo Case Study on Multiclass Classification.srt
2.4 KB
~Get Your Files Here !/2. Foundations/16. Demo Case Study on Multiclass Classification Part 2.mp4
26.5 MB
~Get Your Files Here !/2. Foundations/16. Demo Case Study on Multiclass Classification Part 2.srt
7.1 KB
~Get Your Files Here !/2. Foundations/17. Demo Case Study on Binary Classification.mp4
25.3 MB
~Get Your Files Here !/2. Foundations/17. Demo Case Study on Binary Classification.srt
2.3 KB
~Get Your Files Here !/2. Foundations/18. Demo Case Study on Binary Classification Part 2.mp4
17.1 MB
~Get Your Files Here !/2. Foundations/18. Demo Case Study on Binary Classification Part 2.srt
4.4 KB
~Get Your Files Here !/2. Foundations/19. Demo Case Study on Binary Classification Part 3.mp4
10.6 MB
~Get Your Files Here !/2. Foundations/19. Demo Case Study on Binary Classification Part 3.srt
2.5 KB
~Get Your Files Here !/2. Foundations/2. TensorFlow.mp4
7.6 MB
~Get Your Files Here !/2. Foundations/2. TensorFlow.srt
4.9 KB
~Get Your Files Here !/2. Foundations/20. Demo Case Study on Binary Classification Part 4.mp4
18.7 MB
~Get Your Files Here !/2. Foundations/20. Demo Case Study on Binary Classification Part 4.srt
4.5 KB
~Get Your Files Here !/2. Foundations/21. Demo Case Study on Regression.mp4
21.2 MB
~Get Your Files Here !/2. Foundations/21. Demo Case Study on Regression.srt
1.9 KB
~Get Your Files Here !/2. Foundations/22. Demo Case Study on Regression Part 2.mp4
16.5 MB
~Get Your Files Here !/2. Foundations/22. Demo Case Study on Regression Part 2.srt
4.2 KB
~Get Your Files Here !/2. Foundations/23. Demo Case Study on Regression Part 3.mp4
16.6 MB
~Get Your Files Here !/2. Foundations/23. Demo Case Study on Regression Part 3.srt
4.6 KB
~Get Your Files Here !/2. Foundations/3. Artificial Neural Network Anatomy.mp4
17.5 MB
~Get Your Files Here !/2. Foundations/3. Artificial Neural Network Anatomy.srt
4.7 KB
~Get Your Files Here !/2. Foundations/4. Deep Learning.mp4
1.9 MB
~Get Your Files Here !/2. Foundations/4. Deep Learning.srt
1.3 KB
~Get Your Files Here !/2. Foundations/5. Keras Life Cycle.mp4
7.4 MB
~Get Your Files Here !/2. Foundations/5. Keras Life Cycle.srt
10 KB
~Get Your Files Here !/2. Foundations/6. Keras Code Anatomy.mp4
7.8 MB
~Get Your Files Here !/2. Foundations/6. Keras Code Anatomy.srt
3.6 KB
~Get Your Files Here !/2. Foundations/7. Demo Case Study on Pima Indian Diabetes Dataset Load Data.mp4
18.7 MB
~Get Your Files Here !/2. Foundations/7. Demo Case Study on Pima Indian Diabetes Dataset Load Data.srt
4.8 KB
~Get Your Files Here !/2. Foundations/8. Demo Case Study on Pima Indian Diabetes Dataset Define and Compile.mp4
14 MB
~Get Your Files Here !/2. Foundations/8. Demo Case Study on Pima Indian Diabetes Dataset Define and Compile.srt
5.1 KB
~Get Your Files Here !/2. Foundations/9. Demo Case Study on Pima Indian Diabetes Dataset Fit and Evaluate.mp4
10 MB
~Get Your Files Here !/2. Foundations/9. Demo Case Study on Pima Indian Diabetes Dataset Fit and Evaluate.srt
2.9 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Basic TensorFlow.ipynb
958 B
~Get Your Files Here !/2. Foundations/Hand-On Keras - Basic Theano.ipynb
1 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Case Study Binary Classification.ipynb
7.5 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Case Study on Data Segmentation.ipynb
57.4 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Case Study on Multiclass Classification.ipynb
2.7 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Case Study Pima Indians dataset.ipynb
1.5 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Case Study Regression.ipynb
6.3 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Cross Validation .ipynb
3.9 KB
~Get Your Files Here !/2. Foundations/Hand-On Keras - Grid Search.ipynb
8.8 KB
~Get Your Files Here !/2. Foundations/housing.csv
47.9 KB
~Get Your Files Here !/2. Foundations/pima.csv
22.7 KB
~Get Your Files Here !/3. Going Deeper with Keras/1. Model Serialization.mp4
17.8 MB
~Get Your Files Here !/3. Going Deeper with Keras/1. Model Serialization.srt
1.4 KB
~Get Your Files Here !/3. Going Deeper with Keras/10. Dropout Tips.mp4
4.8 MB
~Get Your Files Here !/3. Going Deeper with Keras/10. Dropout Tips.srt
3.7 KB
~Get Your Files Here !/3. Going Deeper with Keras/11. Learning Rate Defined.mp4
37.9 MB
~Get Your Files Here !/3. Going Deeper with Keras/11. Learning Rate Defined.srt
4.7 KB
~Get Your Files Here !/3. Going Deeper with Keras/12. Configure Learning Rate.mp4
25.2 MB
~Get Your Files Here !/3. Going Deeper with Keras/12. Configure Learning Rate.srt
3.6 KB
~Get Your Files Here !/3. Going Deeper with Keras/13. Demo Case Study Learning Rates.mp4
27.8 MB
~Get Your Files Here !/3. Going Deeper with Keras/13. Demo Case Study Learning Rates.srt
2.8 KB
~Get Your Files Here !/3. Going Deeper with Keras/14. Demo Case Study Learning Rates Part 2.mp4
5.2 MB
~Get Your Files Here !/3. Going Deeper with Keras/14. Demo Case Study Learning Rates Part 2.srt
1.5 KB
~Get Your Files Here !/3. Going Deeper with Keras/15. Demo Case Study Learning Rates Part 3.mp4
7.4 MB
~Get Your Files Here !/3. Going Deeper with Keras/15. Demo Case Study Learning Rates Part 3.srt
2.2 KB
~Get Your Files Here !/3. Going Deeper with Keras/2. Save Neural Network to JSON.mp4
12.6 MB
~Get Your Files Here !/3. Going Deeper with Keras/2. Save Neural Network to JSON.srt
2.7 KB
~Get Your Files Here !/3. Going Deeper with Keras/3. Save Neural Network to YAML.mp4
6.9 MB
~Get Your Files Here !/3. Going Deeper with Keras/3. Save Neural Network to YAML.srt
1.2 KB
~Get Your Files Here !/3. Going Deeper with Keras/4. Demo Case Study on Checkpointing.mp4
20.3 MB
~Get Your Files Here !/3. Going Deeper with Keras/4. Demo Case Study on Checkpointing.srt
4.3 KB
~Get Your Files Here !/3. Going Deeper with Keras/5. Demo Case Study on Checkpointing Part 2.mp4
6.9 MB
~Get Your Files Here !/3. Going Deeper with Keras/5. Demo Case Study on Checkpointing Part 2.srt
1.9 KB
~Get Your Files Here !/3. Going Deeper with Keras/6. Plotting History.mp4
18.4 MB
~Get Your Files Here !/3. Going Deeper with Keras/6. Plotting History.srt
2.1 KB
~Get Your Files Here !/3. Going Deeper with Keras/7. Visualize Model Training History in Keras.mp4
5.5 MB
~Get Your Files Here !/3. Going Deeper with Keras/7. Visualize Model Training History in Keras.srt
1.9 KB
~Get Your Files Here !/3. Going Deeper with Keras/8. Demo Case Study on Dropping Out.mp4
30.1 MB
~Get Your Files Here !/3. Going Deeper with Keras/8. Demo Case Study on Dropping Out.srt
3.3 KB
~Get Your Files Here !/3. Going Deeper with Keras/9. Demo Case Study on Dropping Out Part 2.mp4
18.9 MB
~Get Your Files Here !/3. Going Deeper with Keras/9. Demo Case Study on Dropping Out Part 2.srt
4.4 KB
~Get Your Files Here !/3. Going Deeper with Keras/Hand-On Keras - Case Study Check Points.ipynb
16.6 KB
~Get Your Files Here !/3. Going Deeper with Keras/Hand-On Keras - Serialization to JSON.ipynb
3.7 KB
~Get Your Files Here !/3. Going Deeper with Keras/Hand-On Keras - Serialization to YAML.ipynb
