Udemy - Deep Learning Convolutional Neural Networks in Python (5.2025)

01. Welcome/1. Introduction and Outline.mp4

7.48 MB

01. Welcome/1. Introduction and Outline.vtt

3.24 KB

01. Welcome/2. Code-Link.txt

64 B

01. Welcome/2. Github-Link.txt

81 B

01. Welcome/2. Where to get the code.mp4

6.79 MB

01. Welcome/2. Where to get the code.vtt

5.95 KB

01. Welcome/3. How to Succeed in this Course.mp4

8.96 MB

01. Welcome/3. How to Succeed in this Course.vtt

3.91 KB

02. Google Colab/1. Intro to Google Colab, how to use a GPU or TPU for free.mp4

71.61 MB

02. Google Colab/1. Intro to Google Colab, how to use a GPU or TPU for free.vtt

12.73 KB

02. Google Colab/2. Uploading your own data to Google Colab.mp4

103.32 MB

02. Google Colab/2. Uploading your own data to Google Colab.vtt

10.84 KB

02. Google Colab/3. Where can I learn about Numpy, Scipy, Matplotlib, Pandas, and Scikit-Learn.mp4

36.56 MB

02. Google Colab/3. Where can I learn about Numpy, Scipy, Matplotlib, Pandas, and Scikit-Learn.vtt

12.68 KB

02. Google Colab/4. Temporary 403 Errors.mp4

31.71 MB

02. Google Colab/4. Temporary 403 Errors.vtt

3.22 KB

03. Machine Learning and Neurons/1. Review Section Introduction.mp4

7.51 MB

03. Machine Learning and Neurons/1. Review Section Introduction.vtt

3.23 KB

03. Machine Learning and Neurons/10. Saving and Loading a Model.mp4

41.69 MB

03. Machine Learning and Neurons/10. Saving and Loading a Model.vtt

4.41 KB

03. Machine Learning and Neurons/11. Suggestion Box.mp4

39.8 MB

03. Machine Learning and Neurons/11. Suggestion Box.vtt

4.14 KB

03. Machine Learning and Neurons/2. What is Machine Learning.mp4

47.96 MB

03. Machine Learning and Neurons/2. What is Machine Learning.vtt

16.73 KB

03. Machine Learning and Neurons/3. Code Preparation (Classification Theory).mp4

37.75 MB

03. Machine Learning and Neurons/3. Code Preparation (Classification Theory).vtt

18.16 KB

03. Machine Learning and Neurons/4. Classification Notebook.mp4

172.09 MB

03. Machine Learning and Neurons/4. Classification Notebook.vtt

23.56 KB

03. Machine Learning and Neurons/5. Code Preparation (Regression Theory).mp4

16.85 MB

03. Machine Learning and Neurons/5. Code Preparation (Regression Theory).vtt

8.05 KB

03. Machine Learning and Neurons/6. Regression Notebook.mp4

87.59 MB

03. Machine Learning and Neurons/6. Regression Notebook.vtt

29.63 KB

03. Machine Learning and Neurons/7. The Neuron.mp4

26.36 MB

03. Machine Learning and Neurons/7. The Neuron.vtt

11.19 KB

03. Machine Learning and Neurons/8. How does a model learn.mp4

60.59 MB

03. Machine Learning and Neurons/8. How does a model learn.vtt

12.6 KB

03. Machine Learning and Neurons/9. Making Predictions.mp4

23.55 MB

03. Machine Learning and Neurons/9. Making Predictions.vtt

7.28 KB

04. Feedforward Artificial Neural Networks/1. Artificial Neural Networks Section Introduction.mp4

18.39 MB

04. Feedforward Artificial Neural Networks/1. Artificial Neural Networks Section Introduction.vtt

7.07 KB

04. Feedforward Artificial Neural Networks/10. ANN for Regression.mp4

99.18 MB

04. Feedforward Artificial Neural Networks/10. ANN for Regression.vtt

11.76 KB

04. Feedforward Artificial Neural Networks/2. Forward Propagation.mp4

25.58 MB

04. Feedforward Artificial Neural Networks/2. Forward Propagation.vtt

10.94 KB

04. Feedforward Artificial Neural Networks/3. The Geometrical Picture.mp4

28.66 MB

04. Feedforward Artificial Neural Networks/3. The Geometrical Picture.vtt

10.42 KB

04. Feedforward Artificial Neural Networks/4. Activation Functions.mp4

59.51 MB

04. Feedforward Artificial Neural Networks/4. Activation Functions.vtt

19.96 KB

04. Feedforward Artificial Neural Networks/5. Multiclass Classification.mp4

30.77 MB

04. Feedforward Artificial Neural Networks/5. Multiclass Classification.vtt

9.84 KB

04. Feedforward Artificial Neural Networks/6. How to Represent Images.mp4

43.08 MB

04. Feedforward Artificial Neural Networks/6. How to Represent Images.vtt

14.06 KB

04. Feedforward Artificial Neural Networks/7. Color Mixing Clarification.mp4

2.62 MB

04. Feedforward Artificial Neural Networks/7. Color Mixing Clarification.vtt

1.01 KB

04. Feedforward Artificial Neural Networks/8. Code Preparation (ANN).mp4

32.31 MB

04. Feedforward Artificial Neural Networks/8. Code Preparation (ANN).vtt

14.43 KB

04. Feedforward Artificial Neural Networks/9. ANN for Image Classification.mp4

44.34 MB

04. Feedforward Artificial Neural Networks/9. ANN for Image Classification.vtt

8.98 KB

05. Convolutional Neural Networks/1. What is Convolution (part 1).mp4

43.42 MB

05. Convolutional Neural Networks/1. What is Convolution (part 1).vtt

18.18 KB

05. Convolutional Neural Networks/10. Data Augmentation.mp4

25.77 MB

05. Convolutional Neural Networks/10. Data Augmentation.vtt

10.14 KB

05. Convolutional Neural Networks/11. Batch Normalization.mp4

13.1 MB

05. Convolutional Neural Networks/11. Batch Normalization.vtt

5.96 KB

05. Convolutional Neural Networks/12. Improving CIFAR-10 Results (Legacy).mp4

101.21 MB

05. Convolutional Neural Networks/12. Improving CIFAR-10 Results (Legacy).vtt

11.85 KB

05. Convolutional Neural Networks/2. What is Convolution (part 2).mp4

14.48 MB

05. Convolutional Neural Networks/2. What is Convolution (part 2).vtt

6.35 KB

05. Convolutional Neural Networks/3. What is Convolution (part 3).mp4

16.23 MB

05. Convolutional Neural Networks/3. What is Convolution (part 3).vtt

7.05 KB

05. Convolutional Neural Networks/4. Why use 0-indexing.mp4

200.95 MB

05. Convolutional Neural Networks/4. Why use 0-indexing.vtt

19.68 KB

05. Convolutional Neural Networks/5. Convolution on Color Images.mp4

45.87 MB

05. Convolutional Neural Networks/5. Convolution on Color Images.vtt

18.33 KB

05. Convolutional Neural Networks/6. CNN Architecture.mp4

59.72 MB

05. Convolutional Neural Networks/6. CNN Architecture.vtt

25.07 KB

05. Convolutional Neural Networks/7. CNN Code Preparation.mp4

57.6 MB

05. Convolutional Neural Networks/7. CNN Code Preparation.vtt

17.71 KB

05. Convolutional Neural Networks/8. CNN for Fashion MNIST.mp4

38.54 MB

05. Convolutional Neural Networks/8. CNN for Fashion MNIST.vtt

7.12 KB

05. Convolutional Neural Networks/9. CNN for CIFAR-10.mp4

25.79 MB

05. Convolutional Neural Networks/9. CNN for CIFAR-10.vtt

4.98 KB

06. Natural Language Processing (NLP)/1. Embeddings.mp4

35.98 MB

06. Natural Language Processing (NLP)/1. Embeddings.vtt

15.45 KB

06. Natural Language Processing (NLP)/2. Code Preparation (NLP).mp4

44.31 MB

06. Natural Language Processing (NLP)/2. Code Preparation (NLP).vtt

16.12 KB

06. Natural Language Processing (NLP)/3. Text Preprocessing.mp4

59.42 MB

06. Natural Language Processing (NLP)/3. Text Preprocessing.vtt

20.75 KB

06. Natural Language Processing (NLP)/4. CNNs for Text.mp4

21.56 MB

06. Natural Language Processing (NLP)/4. CNNs for Text.vtt

8.84 KB

06. Natural Language Processing (NLP)/5. Text Classification with CNNs.mp4

298.9 MB

06. Natural Language Processing (NLP)/5. Text Classification with CNNs.vtt

24.56 KB

07. Convolution In-Depth/1. Real-Life Examples of Convolution.mp4

36.18 MB

07. Convolution In-Depth/1. Real-Life Examples of Convolution.vtt

7.85 KB

07. Convolution In-Depth/2. Beginner's Guide to Convolution.mp4

17.54 MB

07. Convolution In-Depth/2. Beginner's Guide to Convolution.vtt

7.01 KB

07. Convolution In-Depth/3. Alternative Views on Convolution.mp4

21.45 MB

07. Convolution In-Depth/3. Alternative Views on Convolution.vtt

7.44 KB

08. Convolutional Neural Network Description/1. Convolution on 3-D Images.mp4

21.72 MB

08. Convolutional Neural Network Description/1. Convolution on 3-D Images.vtt

12.41 KB

08. Convolutional Neural Network Description/2. Tracking Shapes in a CNN.mp4

37.05 MB

08. Convolutional Neural Network Description/2. Tracking Shapes in a CNN.vtt

18.25 KB

09. Practical Tips/1. Advanced CNNs and how to Design your Own.mp4

37.25 MB

09. Practical Tips/1. Advanced CNNs and how to Design your Own.vtt

13.29 KB

10. In-Depth Loss Functions/1. Mean Squared Error.mp4

24.02 MB

10. In-Depth Loss Functions/1. Mean Squared Error.vtt

10.15 KB

10. In-Depth Loss Functions/2. Binary Cross Entropy.mp4

12.82 MB

10. In-Depth Loss Functions/2. Binary Cross Entropy.vtt

6.44 KB

10. In-Depth Loss Functions/3. Categorical Cross Entropy.mp4

19.59 MB

10. In-Depth Loss Functions/3. Categorical Cross Entropy.vtt

8.78 KB

11. In-Depth Gradient Descent/1. Gradient Descent.mp4

20.75 MB

11. In-Depth Gradient Descent/1. Gradient Descent.vtt

8.8 KB

11. In-Depth Gradient Descent/2. Stochastic Gradient Descent.mp4

18.21 MB

11. In-Depth Gradient Descent/2. Stochastic Gradient Descent.vtt

4.71 KB

11. In-Depth Gradient Descent/3. Momentum.mp4

25.59 MB

11. In-Depth Gradient Descent/3. Momentum.vtt

6.85 KB

11. In-Depth Gradient Descent/4. Variable and Adaptive Learning Rates.mp4

23.49 MB

11. In-Depth Gradient Descent/4. Variable and Adaptive Learning Rates.vtt

13.35 KB

11. In-Depth Gradient Descent/5. Adam (pt 1).mp4

38.11 MB

11. In-Depth Gradient Descent/5. Adam (pt 1).vtt

14.83 KB

11. In-Depth Gradient Descent/6. Adam (pt 2).mp4

31.32 MB

11. In-Depth Gradient Descent/6. Adam (pt 2).vtt

12.37 KB

12. Appendix FAQ Intro/1. What is the Appendix.mp4

18.31 MB

12. Appendix FAQ Intro/1. What is the Appendix.vtt

8.14 KB

13. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.mp4

13.04 MB

13. Setting Up Your Environment (FAQ by Student Request)/1. Pre-Installation Check.vtt

5.74 KB

13. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.mp4

309.11 MB

13. Setting Up Your Environment (FAQ by Student Request)/2. Anaconda Environment Setup.vtt

17.27 KB

13. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4

192 MB

13. Setting Up Your Environment (FAQ by Student Request)/3. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt

16.82 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. Beginner's Coding Tips.mp4

42.86 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. Beginner's Coding Tips.vtt

16.82 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/10. Is Theano Dead.mp4

27.91 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/10. Is Theano Dead.vtt

11.72 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. Data-Links.txt

96 B

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. Get Your Hands Dirty, Practical Coding Experience, Data Links.mp4

25.33 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. Get Your Hands Dirty, Practical Coding Experience, Data Links.vtt

10.5 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. Github-Link.txt

81 B

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Where To Get the Code Troubleshooting.mp4

29.62 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Where To Get the Code Troubleshooting.vtt

5.09 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. How to use Github & Extra Coding Tips (Optional).mp4

44.42 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. How to use Github & Extra Coding Tips (Optional).vtt

13.79 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. How to Code by Yourself (part 1).mp4

93.55 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. How to Code by Yourself (part 1).vtt

27.79 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/6. How to Code by Yourself (part 2).mp4

29.29 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/6. How to Code by Yourself (part 2).vtt

16.13 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/7. How to Uncompress a .tar.gz file.mp4

6.43 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/7. How to Uncompress a .tar.gz file.vtt

3.64 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/8. Proof that using Jupyter Notebook is the same as not using it.mp4

108.44 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/8. Proof that using Jupyter Notebook is the same as not using it.vtt

12.69 KB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/9. Python 2 vs Python 3.mp4

10.4 MB

14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/9. Python 2 vs Python 3.vtt

5.47 KB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp4

24.93 MB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).vtt

13.08 KB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4

60.19 MB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt

28.29 KB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4

134.82 MB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).vtt

14.61 KB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4

136.36 MB

15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).vtt

20.88 KB

16. Appendix FAQ Finale/1. BONUS.mp4

43.17 MB

16. Appendix FAQ Finale/1. BONUS.vtt

7.05 KB

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