Complete Tensorflow 2 and Keras Deep Learning Bootcamp

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Complete Tensorflow 2 and Keras Deep Learning Bootcamp

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Complete Tensorflow 2 and Keras Deep Learning Bootcamp
▼ show more 237 files
1. Course Overview, Installs, and Setup
1. Auto-Welcome Message.html
HTML
1.03 KB
2. Course Overview.mp4
MP4
26.16 MB
2. Course Overview.srt
SRT
7.49 KB
3. Course Setup and Installation.mp4
MP4
152.41 MB
3. Course Setup and Installation.srt
SRT
34.57 KB
3.1 FINAL_TF2_FILES.zip
ZIP
99.27 MB
3.2 requirements.txt
TXT
138 B
4. FAQ - Frequently Asked Questions.html
HTML
5.34 KB
4.1 FINAL_TF2_FILES.zip
ZIP
99.27 MB
10. Natural Language Processing
1. Introduction to NLP Section.mp4
MP4
35.12 MB
1. Introduction to NLP Section.srt
SRT
8.82 KB
2. NLP - Part One - The Data.mp4
MP4
22.3 MB
2. NLP - Part One - The Data.srt
SRT
6.85 KB
3. NLP - Part Two - Text Processing.mp4
MP4
22.88 MB
3. NLP - Part Two - Text Processing.srt
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5.9 KB
4. NLP - Part Three - Creating Batches.mp4
MP4
81.69 MB
4. NLP - Part Three - Creating Batches.srt
SRT
17.93 KB
5. NLP - Part Four - Creating the Model.mp4
MP4
64.32 MB
5. NLP - Part Four - Creating the Model.srt
SRT
14.3 KB
6. NLP - Part Five - Training the Model.mp4
MP4
65.26 MB
6. NLP - Part Five - Training the Model.srt
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13.8 KB
7. NLP - Part Six - Generating Text.mp4
MP4
52.31 MB
7. NLP - Part Six - Generating Text.srt
SRT
11.65 KB
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URL
116 B
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116 B
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TXT
182 B
11. AutoEncoders
1. Introduction to Autoencoders.mp4
MP4
20.89 MB
1. Introduction to Autoencoders.srt
SRT
5 KB
2. Autoencoder Basics.mp4
MP4
42.64 MB
2. Autoencoder Basics.srt
SRT
11.36 KB
3. Autoencoder for Dimensionality Reduction.mp4
MP4
117.48 MB
3. Autoencoder for Dimensionality Reduction.srt
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28.02 KB
4. Autoencoder for Images - Part One.mp4
MP4
94.09 MB
4. Autoencoder for Images - Part One.srt
SRT
23.48 KB
5. Autoencoder for Images - Part Two - Noise Removal.mp4
MP4
60.51 MB
5. Autoencoder for Images - Part Two - Noise Removal.srt
SRT
11.35 KB
6. Autoencoder Exercise Overview.mp4
MP4
33.92 MB
6. Autoencoder Exercise Overview.srt
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5.15 KB
7. Autoencoder Exercise - Solutions.mp4
MP4
77.76 MB
7. Autoencoder Exercise - Solutions.srt
SRT
13.94 KB
12. Generative Adversarial Networks
1. GANs Overview.mp4
MP4
53.86 MB
1. GANs Overview.srt
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11.75 KB
2. Creating a GAN - Part One- The Data.mp4
MP4
19.13 MB
2. Creating a GAN - Part One- The Data.srt
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6.5 KB
3. Creating a GAN - Part Two - The Model.mp4
MP4
69.81 MB
3. Creating a GAN - Part Two - The Model.srt
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17.3 KB
4. Creating a GAN - Part Three - Model Training.mp4
MP4
131.59 MB
4. Creating a GAN - Part Three - Model Training.srt
SRT
34.19 KB
5. DCGAN - Deep Convolutional Generative Adversarial Networks.mp4
MP4
57.18 MB
5. DCGAN - Deep Convolutional Generative Adversarial Networks.srt
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9.58 KB
13. Deployment
1. Introduction to Deployment.mp4
MP4
23.43 MB
1. Introduction to Deployment.srt
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5.41 KB
2. Creating the Model.mp4
MP4
87.08 MB
2. Creating the Model.srt
SRT
22.15 KB
3. Model Prediction Function.mp4
MP4
53.03 MB
3. Model Prediction Function.srt
SRT
12.43 KB
4. Running a Basic Flask Application.mp4
MP4
62.02 MB
4. Running a Basic Flask Application.srt
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15.16 KB
5. Flask Postman API.mp4
MP4
69.11 MB
5. Flask Postman API.srt
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14.96 KB
6. Flask API - Using Requests Programmatically.mp4
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19.9 MB
6. Flask API - Using Requests Programmatically.srt
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5.66 KB
7. Flask Front End.mp4
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149.6 MB
7. Flask Front End.srt
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26.31 KB
8. Live Deployment to the Web.mp4
MP4
126.54 MB
8. Live Deployment to the Web.srt
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24.35 KB
2. COURSE OVERVIEW CONFIRMATION
1. PLEASE WATCH COURSE OVERVIEW LECTURE.html
HTML
165 B
3. NumPy Crash Course
1. Introduction to NumPy.mp4
MP4
11.39 MB
1. Introduction to NumPy.srt
SRT
3.49 KB
2. NumPy Arrays.mp4
MP4
88.58 MB
2. NumPy Arrays.srt
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27.4 KB
3. Numpy Index Selection.mp4
MP4
46.38 MB
3. Numpy Index Selection.srt
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15.06 KB
4. NumPy Operations.mp4
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48.6 MB
4. NumPy Operations.srt
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11.65 KB
5. NumPy Exercises.mp4
MP4
11.52 MB
5. NumPy Exercises.srt
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2.13 KB
6. Numpy Exercises - Solutions.mp4
MP4
48.59 MB
6. Numpy Exercises - Solutions.srt
SRT
10.66 KB
4. Pandas Crash Course
1. Introduction to Pandas.mp4
MP4
25.5 MB
1. Introduction to Pandas.srt
SRT
6.13 KB
10. Pandas Exercises - Solutions.mp4
MP4
51.47 MB
10. Pandas Exercises - Solutions.srt
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10 KB
2. Pandas Series.mp4
MP4
37.88 MB
2. Pandas Series.srt
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12.49 KB
3. Pandas DataFrames - Part One.mp4
MP4
45.17 MB
3. Pandas DataFrames - Part One.srt
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17.3 KB
4. Pandas DataFrames - Part Two.mp4
MP4
37.01 MB
4. Pandas DataFrames - Part Two.srt
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13.6 KB
5. Pandas Missing Data.mp4
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44.06 MB
5. Pandas Missing Data.srt
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15.04 KB
6. GroupBy Operations.mp4
MP4
56.37 MB
6. GroupBy Operations.srt
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13.98 KB
7. Pandas Operations.mp4
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61.21 MB
7. Pandas Operations.srt
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18.66 KB
8. Data Input and Output.mp4
MP4
93.49 MB
8. Data Input and Output.srt
SRT
16.94 KB
9. Pandas Exercises.mp4
MP4
23.48 MB
9. Pandas Exercises.srt
SRT
4.32 KB
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116 B
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116 B
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TXT
182 B
5. Visualization Crash Course
1. Introduction to Python Visualization.mp4
MP4
6.82 MB
1. Introduction to Python Visualization.srt
SRT
1.96 KB
2. Matplotlib Basics.mp4
MP4
41.03 MB
2. Matplotlib Basics.srt
SRT
13.4 KB
3. Seaborn Basics.mp4
MP4
91.85 MB
3. Seaborn Basics.srt
SRT
24.39 KB
4. Data Visualization Exercises.mp4
MP4
22.82 MB
4. Data Visualization Exercises.srt
SRT
5.08 KB
5. Data Visualization Exercises - Solutions.mp4
MP4
50.46 MB
5. Data Visualization Exercises - Solutions.srt
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10.78 KB
6. Machine Learning Concepts Overview
1. What is Machine Learning.mp4
MP4
28.2 MB
1. What is Machine Learning.srt
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8.13 KB
2. Supervised Learning Overview.mp4
MP4
40.03 MB
2. Supervised Learning Overview.srt
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12.25 KB
3. Overfitting.mp4
MP4
26.32 MB
3. Overfitting.srt
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11.81 KB
4. Evaluating Performance - Classification Error Metrics.mp4
MP4
82.69 MB
4. Evaluating Performance - Classification Error Metrics.srt
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24.71 KB
5. Evaluating Performance - Regression Error Metrics.mp4
MP4
23.7 MB
5. Evaluating Performance - Regression Error Metrics.srt
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8.4 KB
6. Unsupervised Learning.mp4
MP4
18.82 MB
6. Unsupervised Learning.srt
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7.02 KB
7. Basic Artificial Neural Networks - ANNs
1. Introduction to ANN Section.mp4
MP4
9.71 MB
1. Introduction to ANN Section.srt
SRT
3.33 KB
10. Keras Syntax Basics - Part Two - Creating and Training the Model.mp4
MP4
84.64 MB
10. Keras Syntax Basics - Part Two - Creating and Training the Model.srt
SRT
19.91 KB
11. Keras Syntax Basics - Part Three - Model Evaluation.mp4
MP4
64.96 MB
11. Keras Syntax Basics - Part Three - Model Evaluation.srt
SRT
16.73 KB
12. Keras Regression Code Along - Exploratory Data Analysis.mp4
MP4
137.06 MB
12. Keras Regression Code Along - Exploratory Data Analysis.srt
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25.83 KB
13. Keras Regression Code Along - Exploratory Data Analysis - Continued.mp4
MP4
76.18 MB
13. Keras Regression Code Along - Exploratory Data Analysis - Continued.srt
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18.39 KB
14. Keras Regression Code Along - Data Preprocessing and Creating a Model.mp4
MP4
47.02 MB
14. Keras Regression Code Along - Data Preprocessing and Creating a Model.srt
SRT
11.78 KB
15. Keras Regression Code Along - Model Evaluation and Predictions.mp4
MP4
68.92 MB
15. Keras Regression Code Along - Model Evaluation and Predictions.srt
SRT
15.86 KB
16. Keras Classification Code Along - EDA and Preprocessing.mp4
MP4
56.15 MB
16. Keras Classification Code Along - EDA and Preprocessing.srt
SRT
11.16 KB
17. Keras Classification - Dealing with Overfitting and Evaluation.mp4
MP4
111.26 MB
17. Keras Classification - Dealing with Overfitting and Evaluation.srt
SRT
23.92 KB
18. TensorFlow 2.0 Keras Project Options Overview.mp4
MP4
7.86 MB
18. TensorFlow 2.0 Keras Project Options Overview.srt
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2.5 KB
19. TensorFlow 2.0 Keras Project Notebook Overview.mp4
MP4
80.56 MB
19. TensorFlow 2.0 Keras Project Notebook Overview.srt
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12.38 KB
2. Perceptron Model.mp4
MP4
47.81 MB
2. Perceptron Model.srt
SRT
14.59 KB
20. Keras Project Solutions - Exploratory Data Analysis.mp4
MP4
143.63 MB
20. Keras Project Solutions - Exploratory Data Analysis.srt
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27.86 KB
21. Keras Project Solutions - Dealing with Missing Data.mp4
MP4
96.78 MB
21. Keras Project Solutions - Dealing with Missing Data.srt
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20.41 KB
22. Keras Project Solutions - Dealing with Missing Data - Part Two.mp4
MP4
85.4 MB
22. Keras Project Solutions - Dealing with Missing Data - Part Two.srt
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17.1 KB
23. Keras Project Solutions - Categorical Data.mp4
MP4
125.03 MB
23. Keras Project Solutions - Categorical Data.srt
SRT
24.97 KB
24. Keras Project Solutions - Data PreProcessing.mp4
MP4
23.95 MB
24. Keras Project Solutions - Data PreProcessing.srt
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4.99 KB
25. Keras Project Solutions - Creating and Training a Model.mp4
MP4
29.72 MB
25. Keras Project Solutions - Creating and Training a Model.srt
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5.89 KB
26. Keras Project Solutions - Model Evaluation.mp4
MP4
63.18 MB
26. Keras Project Solutions - Model Evaluation.srt
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13.42 KB
27. Tensorboard.mp4
MP4
144.18 MB
27. Tensorboard.srt
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28.72 KB
3. Neural Networks.mp4
MP4
35.79 MB
3. Neural Networks.srt
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10.78 KB
4. Activation Functions.mp4
MP4
62.52 MB
4. Activation Functions.srt
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16.06 KB
5. Multi-Class Classification Considerations.mp4
MP4
45.89 MB
5. Multi-Class Classification Considerations.srt
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15.94 KB
6. Cost Functions and Gradient Descent.mp4
MP4
75.67 MB
6. Cost Functions and Gradient Descent.srt
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27.02 KB
7. Backpropagation.mp4
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57.68 MB
7. Backpropagation.srt
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20.3 KB
7.1 Great walkthrough for BackPropagation!.html
HTML
112 B
8. TensorFlow vs. Keras Explained.mp4
MP4
10.47 MB
8. TensorFlow vs. Keras Explained.srt
SRT
2.91 KB
9. Keras Syntax Basics - Part One - Preparing the Data.mp4
MP4
50.5 MB
9. Keras Syntax Basics - Part One - Preparing the Data.srt
SRT
14.73 KB
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116 B
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TXT
182 B
8. Convolutional Neural Networks - CNNs
1. CNN Section Overview.mp4
MP4
7.52 MB
1. CNN Section Overview.srt
SRT
2.47 KB
10. CNN on CIFAR-10 - Part Two - Evaluating the Model.mp4
MP4
45.34 MB
10. CNN on CIFAR-10 - Part Two - Evaluating the Model.srt
SRT
10.48 KB
11. Downloading Data Set for Real Image Lectures.mp4
MP4
28.24 MB
11. Downloading Data Set for Real Image Lectures.srt
SRT
8.56 KB
11.1 Direct Link to Download cell_images.zip (Note You can't preview a zip file) Just download it..html
HTML
127 B
12. CNN on Real Image Files - Part One - Reading in the Data.mp4
MP4
80.69 MB
12. CNN on Real Image Files - Part One - Reading in the Data.srt
SRT
19.88 KB
13. CNN on Real Image Files - Part Two - Data Processing.mp4
MP4
87.93 MB
13. CNN on Real Image Files - Part Two - Data Processing.srt
SRT
22.93 KB
14. CNN on Real Image Files - Part Three - Creating the Model.mp4
MP4
90.63 MB
14. CNN on Real Image Files - Part Three - Creating the Model.srt
SRT
19.6 KB
15. CNN on Real Image Files - Part Four - Evaluating the Model.mp4
MP4
47.12 MB
15. CNN on Real Image Files - Part Four - Evaluating the Model.srt
SRT
11.99 KB
16. CNN Exercise Overview.mp4
MP4
17.88 MB
16. CNN Exercise Overview.srt
SRT
3.77 KB
17. CNN Exercise Solutions.mp4
MP4
56.03 MB
17. CNN Exercise Solutions.srt
SRT
11.6 KB
2. Image Filters and Kernels.mp4
MP4
72.34 MB
2. Image Filters and Kernels.srt
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17.94 KB
3. Convolutional Layers.mp4
MP4
58 MB
3. Convolutional Layers.srt
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20.76 KB
4. Pooling Layers.mp4
MP4
27.65 MB
4. Pooling Layers.srt
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9.92 KB
5. MNIST Data Set Overview.mp4
MP4
21.11 MB
5. MNIST Data Set Overview.srt
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6.94 KB
6. CNN on MNIST - Part One - The Data.mp4
MP4
59.82 MB
6. CNN on MNIST - Part One - The Data.srt
SRT
17.66 KB
7. CNN on MNIST - Part Two - Creating and Training the Model.mp4
MP4
98.92 MB
7. CNN on MNIST - Part Two - Creating and Training the Model.srt
SRT
23.34 KB
8. CNN on MNIST - Part Three - Model Evaluation.mp4
MP4
38.49 MB
8. CNN on MNIST - Part Three - Model Evaluation.srt
SRT
9.53 KB
9. CNN on CIFAR-10 - Part One - The Data.mp4
MP4
64.31 MB
9. CNN on CIFAR-10 - Part One - The Data.srt
SRT
16.46 KB
9. Recurrent Neural Networks - RNNs
1. RNN Section Overview.mp4
MP4
10.91 MB
1. RNN Section Overview.srt
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3.97 KB
10. RNN on a Time Series - Part One.mp4
MP4
45.02 MB
10. RNN on a Time Series - Part One.srt
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13.53 KB
11. RNN on a Time Series - Part Two.mp4
MP4
131.02 MB
11. RNN on a Time Series - Part Two.srt
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31.4 KB
12. RNN Exercise.mp4
MP4
29.93 MB
12. RNN Exercise.srt
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6.75 KB
13. RNN Exercise - Solutions.mp4
MP4
148.09 MB
13. RNN Exercise - Solutions.srt
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32.2 KB
14. Bonus - Multivariate Time Series - RNN and LSTMs.mp4
MP4
149.33 MB
14. Bonus - Multivariate Time Series - RNN and LSTMs.srt
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25.92 KB
2. RNN Basic Theory.mp4
MP4
29.98 MB
2. RNN Basic Theory.srt
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11.4 KB
3. Vanishing Gradients.mp4
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28.13 MB
3. Vanishing Gradients.srt
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10.83 KB
4. LSTMS and GRU.mp4
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41.95 MB
4. LSTMS and GRU.srt
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16.71 KB
4.1 Wikipedia Article Describing LSTM Variants.html
HTML
113 B
4.2 How to choose between LSTM vs GRU.html
HTML
140 B
4.3 Famous Karpathy Blog Post.html
HTML
116 B
4.4 Great Blog Post on Exploring LSTM Neurons.html
HTML
109 B
5. RNN Batches.mp4
MP4
32.72 MB
5. RNN Batches.srt
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11.87 KB
6. RNN on a Sine Wave - The Data.mp4
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40.13 MB
6. RNN on a Sine Wave - The Data.srt
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12.2 KB
7. RNN on a Sine Wave - Batch Generator.mp4
MP4
50.03 MB
7. RNN on a Sine Wave - Batch Generator.srt
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11.26 KB
8. RNN on a Sine Wave - Creating the Model.mp4
MP4
83.8 MB
8. RNN on a Sine Wave - Creating the Model.srt
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20.64 KB
9. RNN on a Sine Wave - LSTMs and Forecasting.mp4
MP4
83.49 MB
9. RNN on a Sine Wave - LSTMs and Forecasting.srt
SRT
17.94 KB
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TXT
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