|
|
1. Convolutional Neural Networks.mp4
|
MP4
|
36.3 MB
|
|
|
1. Convolutional Neural Networks.srt
|
SRT
|
6.5 KB
|
|
|
1. Introduction.mp4
|
MP4
|
25.2 MB
|
|
|
1. Introduction.srt
|
SRT
|
3 KB
|
|
|
1. Model Serialization.mp4
|
MP4
|
17.8 MB
|
|
|
1. Model Serialization.srt
|
SRT
|
1.4 KB
|
|
|
1. Recurrent Neural Networks.mp4
|
MP4
|
26.2 MB
|
|
|
1. Recurrent Neural Networks.srt
|
SRT
|
3.3 KB
|
|
|
1. Theano.mp4
|
MP4
|
25.2 MB
|
|
|
1. Theano.srt
|
SRT
|
3.3 KB
|
|
|
10. Congratulations.html
|
HTML
|
409.6 B
|
|
|
10. Dropout Tips.mp4
|
MP4
|
4.8 MB
|
|
|
10. Dropout Tips.srt
|
SRT
|
3.7 KB
|
|
|
10. Object Recognition.mp4
|
MP4
|
27.9 MB
|
|
|
10. Object Recognition.srt
|
SRT
|
2.4 KB
|
|
|
10. Performance Evaluation on Neural Networks.mp4
|
MP4
|
27.5 MB
|
|
|
10. Performance Evaluation on Neural Networks.srt
|
SRT
|
2.4 KB
|
|
|
11. Bonus Lecture Tons of Free Machine Learning Content.html
|
HTML
|
1.7 KB
|
|
|
11. Demo Case Study Object Recognition.mp4
|
MP4
|
15.3 MB
|
|
|
11. Demo Case Study Object Recognition.srt
|
SRT
|
3.7 KB
|
|
|
11. Demo Case Study on Data Segmentation.mp4
|
MP4
|
23.2 MB
|
|
|
11. Demo Case Study on Data Segmentation.srt
|
SRT
|
5.5 KB
|
|
|
11. Learning Rate Defined.mp4
|
MP4
|
37.9 MB
|
|
|
11. Learning Rate Defined.srt
|
SRT
|
4.7 KB
|
|
|
12. Configure Learning Rate.mp4
|
MP4
|
25.2 MB
|
|
|
12. Configure Learning Rate.srt
|
SRT
|
3.6 KB
|
|
|
12. Improving Model Performance.mp4
|
MP4
|
1.7 MB
|
|
|
12. Improving Model Performance.srt
|
SRT
|
1.8 KB
|
|
|
12. Scikit-Learn For General Machine Learning.mp4
|
MP4
|
16.7 MB
|
|
|
12. Scikit-Learn For General Machine Learning.srt
|
SRT
|
1.9 KB
|
|
|
13. Demo Case Study Learning Rates.mp4
|
MP4
|
27.8 MB
|
|
|
13. Demo Case Study Learning Rates.srt
|
SRT
|
2.8 KB
|
|
|
13. Evaluate Models with Cross-Validation.mp4
|
MP4
|
9.2 MB
|
|
|
13. Evaluate Models with Cross-Validation.srt
|
SRT
|
2.2 KB
|
|
|
13. Sentiment Analysis in Keras.mp4
|
MP4
|
24.1 MB
|
|
|
13. Sentiment Analysis in Keras.srt
|
SRT
|
2.5 KB
|
|
|
14. Demo Case Study Learning Rates Part 2.mp4
|
MP4
|
5.2 MB
|
|
|
14. Demo Case Study Learning Rates Part 2.srt
|
SRT
|
1.5 KB
|
|
|
14. Grid Search Deep Learning Model Parameters.mp4
|
MP4
|
19.9 MB
|
|
|
14. Grid Search Deep Learning Model Parameters.srt
|
SRT
|
3.9 KB
|
|
|
14. IMDB Dataset Properties.mp4
|
MP4
|
3.7 MB
|
|
|
14. IMDB Dataset Properties.srt
|
SRT
|
1.6 KB
|
|
|
15. Demo Case Study Learning Rates Part 3.mp4
|
MP4
|
7.4 MB
|
|
|
15. Demo Case Study Learning Rates Part 3.srt
|
SRT
|
2.2 KB
|
|
|
15. Demo Case Study on Multiclass Classification.mp4
|
MP4
|
24.3 MB
|
|
|
15. Demo Case Study on Multiclass Classification.srt
|
SRT
|
2.4 KB
|
|
|
15. Word Embedding Defined.mp4
|
MP4
|
4.1 MB
|
|
|
15. Word Embedding Defined.srt
|
SRT
|
3 KB
|
|
|
16. Demo Case Study Word Embedding.mp4
|
MP4
|
14 MB
|
|
|
16. Demo Case Study Word Embedding.srt
|
SRT
|
3.4 KB
|
|
|
16. Demo Case Study on Multiclass Classification Part 2.mp4
|
MP4
|
26.5 MB
|
|
|
16. Demo Case Study on Multiclass Classification Part 2.srt
|
SRT
|
7.1 KB
|
|
|
17. Demo Case Study Word Embedding Part 2.mp4
|
MP4
|
12.9 MB
|
|
|
17. Demo Case Study Word Embedding Part 2.srt
|
SRT
|
3.3 KB
|
|
|
17. Demo Case Study on Binary Classification.mp4
|
MP4
|
25.3 MB
|
|
|
17. Demo Case Study on Binary Classification.srt
|
SRT
|
2.3 KB
|
|
|
18. Demo Case Study on Binary Classification Part 2.mp4
|
MP4
|
17.1 MB
|
|
|
18. Demo Case Study on Binary Classification Part 2.srt
|
SRT
|
4.4 KB
|
|
|
19. Demo Case Study on Binary Classification Part 3.mp4
|
MP4
|
10.6 MB
|
|
|
19. Demo Case Study on Binary Classification Part 3.srt
|
SRT
|
2.5 KB
|
|
|
2. Demo Case Study Hand Written Digit Recognition.mp4
|
MP4
|
23 MB
|
|
|
2. Demo Case Study Hand Written Digit Recognition.srt
|
SRT
|
3.6 KB
|
|
|
2. Demo Case Study Time Series Prediction.mp4
|
MP4
|
16.7 MB
|
|
|
2. Demo Case Study Time Series Prediction.srt
|
SRT
|
2.3 KB
|
|
|
2. Save Neural Network to JSON.mp4
|
MP4
|
12.6 MB
|
|
|
2. Save Neural Network to JSON.srt
|
SRT
|
2.7 KB
|
|
|
2. TensorFlow.mp4
|
MP4
|
7.6 MB
|
|
|
2. TensorFlow.srt
|
SRT
|
4.9 KB
|
|
|
2. What You'll Learn in this Course.mp4
|
MP4
|
23.5 MB
|
|
|
2. What You'll Learn in this Course.srt
|
SRT
|
2.8 KB
|
|
|
20. Demo Case Study on Binary Classification Part 4.mp4
|
MP4
|
18.7 MB
|
|
|
20. Demo Case Study on Binary Classification Part 4.srt
|
SRT
|
4.5 KB
|
|
|
21. Demo Case Study on Regression.mp4
|
MP4
|
21.2 MB
|
|
|
21. Demo Case Study on Regression.srt
|
SRT
|
1.9 KB
|
|
|
22. Demo Case Study on Regression Part 2.mp4
|
MP4
|
16.5 MB
|
|
|
22. Demo Case Study on Regression Part 2.srt
|
SRT
|
4.2 KB
|
|
|
23. Demo Case Study on Regression Part 3.mp4
|
MP4
|
16.6 MB
|
|
|
23. Demo Case Study on Regression Part 3.srt
|
SRT
|
4.6 KB
|
|
|
3. Artificial Neural Network Anatomy.mp4
|
MP4
|
17.5 MB
|
|
|
3. Artificial Neural Network Anatomy.srt
|
SRT
|
4.7 KB
|
|
|
3. Demo Case Study Hand Written Digit Recognition Part 2.mp4
|
MP4
|
19.5 MB
|
|
|
3. Demo Case Study Hand Written Digit Recognition Part 2.srt
|
SRT
|
4.9 KB
|
|
|
3. Demo Case Study Time Series Prediction Part 2.mp4
|
MP4
|
21.2 MB
|
|
|
3. Demo Case Study Time Series Prediction Part 2.srt
|
SRT
|
6.2 KB
|
|
|
3. Is this Course Right for You.mp4
|
MP4
|
15.2 MB
|
|
|
3. Is this Course Right for You.srt
|
SRT
|
1.6 KB
|
|
|
3. Save Neural Network to YAML.mp4
|
MP4
|
6.9 MB
|
|
|
3. Save Neural Network to YAML.srt
|
SRT
|
1.2 KB
|
|
|
4. Deep Learning.mp4
|
MP4
|
1.9 MB
|
|
|
4. Deep Learning.srt
|
SRT
|
1.3 KB
|
|
|
4. Demo Case Study Hand Written Digit Recognition Part 3.mp4
|
MP4
|
16.6 MB
|
|
|
4. Demo Case Study Hand Written Digit Recognition Part 3.srt
|
SRT
|
4.1 KB
|
|
|
4. Demo Case Study Time Series Prediction Part 3.mp4
|
MP4
|
9.9 MB
|
|
|
4. Demo Case Study Time Series Prediction Part 3.srt
|
SRT
|
2.2 KB
|
|
|
4. Demo Case Study on Checkpointing.mp4
|
MP4
|
20.3 MB
|
|
|
4. Demo Case Study on Checkpointing.srt
|
SRT
|
4.3 KB
|
|
|
4. What is Keras.mp4
|
MP4
|
4.6 MB
|
|
|
4. What is Keras.srt
|
SRT
|
2.3 KB
|
|
|
5. Demo Case Study Hand Written Digit Recognition Part 4.mp4
|
MP4
|
9.2 MB
|
|
|
5. Demo Case Study Hand Written Digit Recognition Part 4.srt
|
SRT
|
2.2 KB
|
|
|
5. Demo Case Study Time Series Prediction with LSTM.mp4
|
MP4
|
26.2 MB
|
|
|
5. Demo Case Study Time Series Prediction with LSTM.srt
|
SRT
|
3.9 KB
|
|
|
5. Demo Case Study on Checkpointing Part 2.mp4
|
MP4
|
6.9 MB
|
|
|
5. Demo Case Study on Checkpointing Part 2.srt
|
SRT
|
1.9 KB
|
|
|
5. Keras Life Cycle.mp4
|
MP4
|
7.4 MB
|
|
|
5. Keras Life Cycle.srt
|
SRT
|
10 KB
|
|
|
6. Demo Case Study Time Series Prediction with LSTM Part 2.mp4
|
MP4
|
22.4 MB
|
|
|
6. Demo Case Study Time Series Prediction with LSTM Part 2.srt
|
SRT
|
3.5 KB
|
|
|
6. Image Augmentation.mp4
|
MP4
|
48.1 MB
|
|
|
6. Image Augmentation.srt
|
SRT
|
2.8 KB
|
|
|
6. Keras Code Anatomy.mp4
|
MP4
|
7.8 MB
|
|
|
6. Keras Code Anatomy.srt
|
SRT
|
3.6 KB
|
|
|
6. Plotting History.mp4
|
MP4
|
18.4 MB
|
|
|
6. Plotting History.srt
|
SRT
|
2.1 KB
|
|
|
7. Demo Case Study Image Augmentation.mp4
|
MP4
|
8.2 MB
|
|
|
7. Demo Case Study Image Augmentation.srt
|
SRT
|
1.9 KB
|
|
|
7. Demo Case Study Time Series Prediction with LSTM Part 3.mp4
|
MP4
|
18.5 MB
|
|
|
7. Demo Case Study Time Series Prediction with LSTM Part 3.srt
|
SRT
|
3.3 KB
|
|
|
7. Demo Case Study on Pima Indian Diabetes Dataset Load Data.mp4
|
MP4
|
18.7 MB
|
|
|
7. Demo Case Study on Pima Indian Diabetes Dataset Load Data.srt
|
SRT
|
4.8 KB
|
|
|
7. Visualize Model Training History in Keras.mp4
|
MP4
|
5.5 MB
|
|
|
7. Visualize Model Training History in Keras.srt
|
SRT
|
1.9 KB
|
|
|
8. Demo Case Study Image Augmentation Part 2.mp4
|
MP4
|
19.1 MB
|
|
|
8. Demo Case Study Image Augmentation Part 2.srt
|
SRT
|
4.1 KB
|
|
|
8. Demo Case Study Sequence Classification.mp4
|
MP4
|
25.3 MB
|
|
|
8. Demo Case Study Sequence Classification.srt
|
SRT
|
4.2 KB
|
|
|
8. Demo Case Study on Dropping Out.mp4
|
MP4
|
30.1 MB
|
|
|
8. Demo Case Study on Dropping Out.srt
|
SRT
|
3.3 KB
|
|
|
8. Demo Case Study on Pima Indian Diabetes Dataset Define and Compile.mp4
|
MP4
|
14 MB
|
|
|
8. Demo Case Study on Pima Indian Diabetes Dataset Define and Compile.srt
|
SRT
|
5.1 KB
|
|
|
9. Demo Case Study Sequence Classification Part 2.mp4
|
MP4
|
9.7 MB
|
|
|
9. Demo Case Study Sequence Classification Part 2.srt
|
SRT
|
2.3 KB
|
|
|
9. Demo Case Study on Dropping Out Part 2.mp4
|
MP4
|
18.9 MB
|
|
|
9. Demo Case Study on Dropping Out Part 2.srt
|
SRT
|
4.4 KB
|
|
|
9. Demo Case Study on Pima Indian Diabetes Dataset Fit and Evaluate.mp4
|
MP4
|
10 MB
|
|
|
9. Demo Case Study on Pima Indian Diabetes Dataset Fit and Evaluate.srt
|
SRT
|
2.9 KB
|
|
|
9. Image Augmentation Tips.mp4
|
MP4
|
1.6 MB
|
|
|
9. Image Augmentation Tips.srt
|
SRT
|
2 KB
|
|
|
Bonus Resources.txt
|
TXT
|
307.2 B
|
|
|
Get Bonus Downloads Here.url
|
URL
|
204.8 B
|
|
|
Hand-On Keras - Basic TensorFlow.ipynb
|
IPYNB
|
921.6 B
|
|
|
Hand-On Keras - Basic Theano.ipynb
|
IPYNB
|
1 KB
|
|
|
Hand-On Keras - Case Study Binary Classification.ipynb
|
IPYNB
|
7.5 KB
|
|
|
Hand-On Keras - Case Study Check Points.ipynb
|
IPYNB
|
16.6 KB
|
|
|
Hand-On Keras - Case Study Pima Indians dataset.ipynb
|
IPYNB
|
1.5 KB
|
|
|
Hand-On Keras - Case Study Regression.ipynb
|
IPYNB
|
6.3 KB
|
|
|
Hand-On Keras - Case Study on Data Segmentation.ipynb
|
IPYNB
|
57.4 KB
|
|
|
Hand-On Keras - Case Study on Multiclass Classification.ipynb
|
IPYNB
|
2.7 KB
|
|
|
Hand-On Keras - Cross Validation .ipynb
|
IPYNB
|
3.9 KB
|
|
|
Hand-On Keras - Grid Search.ipynb
|
IPYNB
|
8.8 KB
|
|
|
Hand-On Keras - Serialization to JSON.ipynb
|
IPYNB
|
3.7 KB
|
|
|
Hand-On Keras - Serialization to YAML.ipynb
|
IPYNB
|
3.7 KB
|
|
|
Hands-On Keras - Case Study Hand Written Digit Recognition.ipynb
|
IPYNB
|
7 KB
|
|
|
Hands-On Keras - Case Study Image Augmentation.ipynb
|
IPYNB
|
6.4 KB
|
|
|
Hands-On Keras - Case Study LSTM Sequence Classification.ipynb
|
IPYNB
|
14 KB
|
|
|
Hands-On Keras - Case Study LSTM.ipynb
|
IPYNB
|
196.6 KB
|
|
|
Hands-On Keras - Case Study Time Series Prediction.ipynb
|
IPYNB
|
5.7 KB
|
|
|
Hands-On Keras - Case Study on Learning Rates.ipynb
|
IPYNB
|
3.4 KB
|
|
|
Hands-On Keras - Dropout Case Study.ipynb
|
IPYNB
|
4.6 KB
|
|
|
Hands-On Keras - Sentiment Analysis.ipynb
|
IPYNB
|
22.2 KB
|
|
|
housing.csv
|
CSV
|
47.9 KB
|
|
|
international-airline-passengers.csv
|
CSV
|
2.3 KB
|
|
|
pima.csv
|
CSV
|
22.7 KB
|
