[Udemy] Deep Learning Recurrent Neural Networks in Python (06.2021)

1. Welcome/1. Introduction and Outline-en_US.srt

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1. Welcome/1. Introduction and Outline.mp4

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1. Welcome/2. External URLs.txt

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1. Welcome/2. Where to get the Code-en_US.srt

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1. Welcome/2. Where to get the Code.mp4

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1. Welcome/3. How to Succeed in this Course-en_US.srt

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

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10. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018-en_US.srt

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10. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4

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10. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow-en_US.srt

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10. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4

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11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1)-en_US.srt

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

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11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2)-en_US.srt

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

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11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it-en_US.srt

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11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp4

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11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3-en_US.srt

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11. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp4

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12. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version)-en_US.srt

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

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

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12. 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

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12. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1)-en_US.srt

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

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12. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2)-en_US.srt

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

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13. Appendix FAQ Finale/1. What is the Appendix-en_US.srt

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13. Appendix FAQ Finale/1. What is the Appendix.mp4

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13. Appendix FAQ Finale/2. BONUS Where to get Udemy coupons and FREE deep learning material-en_US.srt

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13. Appendix FAQ Finale/2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4

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2. Google Colab/1. Intro to Google Colab, how to use a GPU or TPU for free-en_US.srt

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

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2. Google Colab/2. Uploading your own data to Google Colab-en_US.srt

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

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2. Google Colab/3. Where can I learn about Numpy, Scipy, Matplotlib, Pandas, and Scikit-Learn-en_US.srt

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

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3. Machine Learning and Neurons/1. Review Section Introduction-en_US.srt

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

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3. Machine Learning and Neurons/10. The Neuron-en_US.srt

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3. Machine Learning and Neurons/10. The Neuron.mp4

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3. Machine Learning and Neurons/11. How does a model learn-en_US.srt

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3. Machine Learning and Neurons/11. How does a model learn.mp4

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3. Machine Learning and Neurons/12. Making Predictions-en_US.srt

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3. Machine Learning and Neurons/12. Making Predictions.mp4

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3. Machine Learning and Neurons/13. Saving and Loading a Model-en_US.srt

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3. Machine Learning and Neurons/13. Saving and Loading a Model.mp4

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3. Machine Learning and Neurons/14. Suggestion Box-en_US.srt

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3. Machine Learning and Neurons/14. Suggestion Box.mp4

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3. Machine Learning and Neurons/2. What is Machine Learning-en_US.srt

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

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3. Machine Learning and Neurons/3. Code Preparation (Classification Theory)-en_US.srt

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

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3. Machine Learning and Neurons/4. Beginner's Code Preamble-en_US.srt

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3. Machine Learning and Neurons/4. Beginner's Code Preamble.mp4

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3. Machine Learning and Neurons/5. Classification Notebook-en_US.srt

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3. Machine Learning and Neurons/5. Classification Notebook.mp4

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3. Machine Learning and Neurons/6. Exercise Predicting Diabetes Onset-en_US.srt

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3. Machine Learning and Neurons/6. Exercise Predicting Diabetes Onset.mp4

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3. Machine Learning and Neurons/7. Code Preparation (Regression Theory)-en_US.srt

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3. Machine Learning and Neurons/7. Code Preparation (Regression Theory).mp4

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3. Machine Learning and Neurons/8. Regression Notebook-en_US.srt

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3. Machine Learning and Neurons/8. Regression Notebook.mp4

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3. Machine Learning and Neurons/9. Exercise Real Estate Predictions-en_US.srt

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3. Machine Learning and Neurons/9. Exercise Real Estate Predictions.mp4

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4. Feedforward Artificial Neural Networks/1. Artificial Neural Networks Section Introduction-en_US.srt

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

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4. Feedforward Artificial Neural Networks/10. Exercise E. Coli Protein Localization Sites-en_US.srt

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4. Feedforward Artificial Neural Networks/10. Exercise E. Coli Protein Localization Sites.mp4

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4. Feedforward Artificial Neural Networks/2. Forward Propagation-en_US.srt

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

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4. Feedforward Artificial Neural Networks/3. The Geometrical Picture-en_US.srt

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

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4. Feedforward Artificial Neural Networks/4. Activation Functions-en_US.srt

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

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4. Feedforward Artificial Neural Networks/5. Multiclass Classification-en_US.srt

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

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4. Feedforward Artificial Neural Networks/6. How to Represent Images-en_US.srt

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

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4. Feedforward Artificial Neural Networks/7. Code Preparation (ANN)-en_US.srt

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4. Feedforward Artificial Neural Networks/7. Code Preparation (ANN).mp4

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4. Feedforward Artificial Neural Networks/8. ANN for Image Classification-en_US.srt

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4. Feedforward Artificial Neural Networks/8. ANN for Image Classification.mp4

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4. Feedforward Artificial Neural Networks/9. ANN for Regression-en_US.srt

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4. Feedforward Artificial Neural Networks/9. ANN for Regression.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/1. Sequence Data-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/1. Sequence Data.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/10. GRU and LSTM (pt 2)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/10. GRU and LSTM (pt 2).mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/11. A More Challenging Sequence-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/11. A More Challenging Sequence.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/12. Demo of the Long Distance Problem-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/12. Demo of the Long Distance Problem.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/13. RNN for Image Classification (Theory)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/13. RNN for Image Classification (Theory).mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/14. RNN for Image Classification (Code)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/14. RNN for Image Classification (Code).mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/15. Stock Return Predictions using LSTMs (pt 1)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/15. Stock Return Predictions using LSTMs (pt 1).mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/16. Stock Return Predictions using LSTMs (pt 2)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/16. Stock Return Predictions using LSTMs (pt 2).mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/17. Stock Return Predictions using LSTMs (pt 3)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/17. Stock Return Predictions using LSTMs (pt 3).mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/18. Other Ways to Forecast-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/18. Other Ways to Forecast.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/2. Forecasting-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/2. Forecasting.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/3. Autoregressive Linear Model for Time Series Prediction-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/3. Autoregressive Linear Model for Time Series Prediction.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/4. Proof that the Linear Model Works-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/4. Proof that the Linear Model Works.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/5. Recurrent Neural Networks-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/5. Recurrent Neural Networks.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/6. RNN Code Preparation-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/6. RNN Code Preparation.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/7. RNN for Time Series Prediction-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/7. RNN for Time Series Prediction.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/8. Paying Attention to Shapes-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/8. Paying Attention to Shapes.mp4

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5. Recurrent Neural Networks, Time Series, and Sequence Data/9. GRU and LSTM (pt 1)-en_US.srt

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5. Recurrent Neural Networks, Time Series, and Sequence Data/9. GRU and LSTM (pt 1).mp4

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6. Natural Language Processing (NLP)/1. Embeddings-en_US.srt

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

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6. Natural Language Processing (NLP)/2. Code Preparation (NLP)-en_US.srt

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

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6. Natural Language Processing (NLP)/3. Text Preprocessing-en_US.srt

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

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6. Natural Language Processing (NLP)/4. Text Classification with LSTMs-en_US.srt

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6. Natural Language Processing (NLP)/4. Text Classification with LSTMs.mp4

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6. Natural Language Processing (NLP)/5. Exercise Sentiment Analysis-en_US.srt

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6. Natural Language Processing (NLP)/5. Exercise Sentiment Analysis.mp4

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7. In-Depth Loss Functions/1. Mean Squared Error-en_US.srt

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

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7. In-Depth Loss Functions/2. Binary Cross Entropy-en_US.srt

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

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7. In-Depth Loss Functions/3. Categorical Cross Entropy-en_US.srt

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

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8. In-Depth Gradient Descent/1. Gradient Descent-en_US.srt

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

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8. In-Depth Gradient Descent/2. Stochastic Gradient Descent-en_US.srt

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

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8. In-Depth Gradient Descent/3. Momentum-en_US.srt

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

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8. In-Depth Gradient Descent/4. Variable and Adaptive Learning Rates-en_US.srt

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

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8. In-Depth Gradient Descent/5. Adam (pt 1)-en_US.srt

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

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8. In-Depth Gradient Descent/6. Adam (pt 2)-en_US.srt

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

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9. Extras/Colab Notebooks.html

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