Time Series Analysis, Forecasting, and Machine Learning

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Time Series Analysis, Forecasting, and Machine Learning

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Time Series Analysis, Forecasting, and Machine Learning
▼ show more 337 files
1. Welcome
1. Introduction and Outline.mp4
MP4
30.69 MB
1. Introduction and Outline.srt
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7.5 KB
2. Warmup (Optional).mp4
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23.16 MB
2. Warmup (Optional).srt
SRT
6.05 KB
10. Deep Learning Recurrent Neural Networks (RNN)
1. RNN Section Introduction.mp4
MP4
20.53 MB
1. RNN Section Introduction.srt
SRT
6.37 KB
10. LSTMs for Time Series Classification in Code.mp4
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44.06 MB
10. LSTMs for Time Series Classification in Code.srt
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5.43 KB
11. The Unreasonable Ineffectiveness of Recurrent Neural Networks.mp4
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15.45 MB
11. The Unreasonable Ineffectiveness of Recurrent Neural Networks.srt
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4.18 KB
12. RNN Section Summary.mp4
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15.93 MB
12. RNN Section Summary.srt
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3.81 KB
2. Simple RNN Elman Unit (pt 1).mp4
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38.74 MB
2. Simple RNN Elman Unit (pt 1).srt
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11.52 KB
3. Simple RNN Elman Unit (pt 2).mp4
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40.01 MB
3. Simple RNN Elman Unit (pt 2).srt
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12.9 KB
4. Aside State Space Models vs. RNNs.mp4
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18.62 MB
4. Aside State Space Models vs. RNNs.srt
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4.37 KB
5. RNN Code Preparation.mp4
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34.15 MB
5. RNN Code Preparation.srt
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11.1 KB
6. RNNs Understanding by Implementing (Paying Attention to Shapes).mp4
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55.52 MB
6. RNNs Understanding by Implementing (Paying Attention to Shapes).srt
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10.01 KB
7. GRU and LSTM (pt 1).mp4
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80.02 MB
7. GRU and LSTM (pt 1).srt
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22.85 KB
8. GRU and LSTM (pt 2).mp4
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50.24 MB
8. GRU and LSTM (pt 2).srt
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14.81 KB
9. LSTMs for Time Series Forecasting in Code.mp4
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62.35 MB
9. LSTMs for Time Series Forecasting in Code.srt
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9.17 KB
11. VIP GARCH
1. GARCH Section Introduction.mp4
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18.21 MB
1. GARCH Section Introduction.srt
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5.16 KB
10. GARCH Code (pt 3).mp4
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43.97 MB
10. GARCH Code (pt 3).srt
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7.1 KB
11. GARCH Code (pt 4).mp4
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41.28 MB
11. GARCH Code (pt 4).srt
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5.87 KB
12. GARCH Code (pt 5).mp4
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31.91 MB
12. GARCH Code (pt 5).srt
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4.11 KB
13. A Deep Learning Approach to GARCH.mp4
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46.09 MB
13. A Deep Learning Approach to GARCH.srt
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15.02 KB
14. GARCH Section Summary.mp4
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30.82 MB
14. GARCH Section Summary.srt
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8.69 KB
2. ARCH Theory (pt 1).mp4
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19.52 MB
2. ARCH Theory (pt 1).srt
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6.33 KB
3. ARCH Theory (pt 2).mp4
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27.16 MB
3. ARCH Theory (pt 2).srt
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9.58 KB
4. ARCH Theory (pt 3).mp4
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19.54 MB
4. ARCH Theory (pt 3).srt
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6.64 KB
5. GARCH Theory.mp4
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27.48 MB
5. GARCH Theory.srt
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9.61 KB
6. GARCH Code Preparation (pt 1).mp4
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37.93 MB
6. GARCH Code Preparation (pt 1).srt
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10.47 KB
7. GARCH Code Preparation (pt 2).mp4
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40.01 MB
7. GARCH Code Preparation (pt 2).srt
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10.35 KB
8. GARCH Code (pt 1).mp4
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33.26 MB
8. GARCH Code (pt 1).srt
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6.11 KB
9. GARCH Code (pt 2).mp4
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51.93 MB
9. GARCH Code (pt 2).srt
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8.68 KB
12. VIP AWS Forecast
1. AWS Forecast Section Introduction.mp4
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43.54 MB
1. AWS Forecast Section Introduction.srt
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10.63 KB
2. Data Model.mp4
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48.97 MB
2. Data Model.srt
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12.23 KB
3. Creating an IAM Role.mp4
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23.8 MB
3. Creating an IAM Role.srt
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4.8 KB
4. Code pt 1 (Getting and Transforming the Data).mp4
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63.35 MB
4. Code pt 1 (Getting and Transforming the Data).srt
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12.88 KB
5. Code pt 2 (Uploading the data to S3).mp4
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91.06 MB
5. Code pt 2 (Uploading the data to S3).srt
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16.43 KB
6. Code pt 3 (Building your Model).mp4
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54.47 MB
6. Code pt 3 (Building your Model).srt
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9.24 KB
7. Code pt 4 (Generating and Evaluating the Forecast).mp4
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49.89 MB
7. Code pt 4 (Generating and Evaluating the Forecast).srt
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8.65 KB
8. AWS Forecast Exercise.mp4
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13.76 MB
8. AWS Forecast Exercise.srt
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3.65 KB
9. AWS Forecast Section Summary.mp4
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25.46 MB
9. AWS Forecast Section Summary.srt
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6.81 KB
13. VIP Facebook Prophet
1. Prophet Section Introduction.mp4
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14.45 MB
1. Prophet Section Introduction.srt
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4.12 KB
10. (The Dangers of) Prophet for Stock Price Prediction.mp4
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90.95 MB
10. (The Dangers of) Prophet for Stock Price Prediction.srt
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13.99 KB
11. Prophet Section Summary.mp4
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13.47 MB
11. Prophet Section Summary.srt
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4.5 KB
2. How does Prophet work.mp4
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40.75 MB
2. How does Prophet work.srt
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10.8 KB
3. Prophet Code Preparation.mp4
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63.9 MB
3. Prophet Code Preparation.srt
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16.17 KB
4. Prophet in Code Data Preparation.mp4
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54.73 MB
4. Prophet in Code Data Preparation.srt
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9.64 KB
5. Prophet in Code Fit, Forecast, Plot.mp4
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55.22 MB
5. Prophet in Code Fit, Forecast, Plot.srt
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9.32 KB
6. Prophet in Code Holidays and Exogenous Regressors.mp4
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67.92 MB
6. Prophet in Code Holidays and Exogenous Regressors.srt
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11.34 KB
7. Prophet in Code Cross-Validation.mp4
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41.94 MB
7. Prophet in Code Cross-Validation.srt
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6.06 KB
8. Prophet in Code Changepoint Detection.mp4
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37.96 MB
8. Prophet in Code Changepoint Detection.srt
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4.23 KB
9. Prophet Multiplicative Seasonality, Outliers, Non-Daily Data.mp4
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67.79 MB
9. Prophet Multiplicative Seasonality, Outliers, Non-Daily Data.srt
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9.62 KB
GetFreeCourses.Co.url
URL
116 B
How you can help GetFreeCourses.Co.txt
TXT
182 B
14. Setting Up Your Environment FAQ
1. Anaconda Environment Setup.mp4
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27.88 MB
1. Anaconda Environment Setup.srt
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20.26 KB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
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43.61 MB
2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt
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14.24 KB
15. Extra Help With Python Coding for Beginners FAQ
1. How to Code by Yourself (part 1).mp4
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24.59 MB
1. How to Code by Yourself (part 1).srt
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22.61 KB
2. How to Code by Yourself (part 2).mp4
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49.18 MB
2. How to Code by Yourself (part 2).srt
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13.18 KB
3. Proof that using Jupyter Notebook is the same as not using it.mp4
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69.51 MB
3. Proof that using Jupyter Notebook is the same as not using it.srt
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14.05 KB
16. Effective Learning Strategies for Machine Learning FAQ
1. How to Succeed in this Course (Long Version).mp4
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12.6 MB
1. How to Succeed in this Course (Long Version).srt
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14.63 KB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
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38.95 MB
2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt
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31.86 KB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4
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79.62 MB
3. Machine Learning and AI Prerequisite Roadmap (pt 1).srt
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16.77 KB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4
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108.19 MB
4. Machine Learning and AI Prerequisite Roadmap (pt 2).srt
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23.55 KB
17. Appendix FAQ Finale
1. What is the Appendix.mp4
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16.4 MB
1. What is the Appendix.srt
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3.77 KB
2. BONUS Lecture.mp4
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37.85 MB
2. BONUS Lecture.srt
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7.87 KB
2. Getting Set Up
1. Where to Get the Code.mp4
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40.55 MB
1. Where to Get the Code.srt
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10.5 KB
1.1 Data Links.html
HTML
157 B
1.2 Github Link.html
HTML
143 B
2. How to use Github & Extra Coding Tips (Optional).mp4
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50.87 MB
2. How to use Github & Extra Coding Tips (Optional).srt
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12.94 KB
3. Time Series Basics
1. Time Series Basics Section Introduction.mp4
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17.46 MB
1. Time Series Basics Section Introduction.srt
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5.88 KB
10. Price Simulations in Code.mp4
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18.28 MB
10. Price Simulations in Code.srt
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3.42 KB
11. Random Walks and the Random Walk Hypothesis.mp4
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68.11 MB
11. Random Walks and the Random Walk Hypothesis.srt
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19.37 KB
12. The Naive Forecast and the Importance of Baselines.mp4
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30.11 MB
12. The Naive Forecast and the Importance of Baselines.srt
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9.22 KB
13. Naive Forecast and Forecasting Metrics in Code.mp4
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41.47 MB
13. Naive Forecast and Forecasting Metrics in Code.srt
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8.27 KB
14. Time Series Basics Section Summary.mp4
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12.13 MB
14. Time Series Basics Section Summary.srt
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4.33 KB
15. Suggestion Box.mp4
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27.16 MB
15. Suggestion Box.srt
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4.75 KB
2. What is a Time Series.mp4
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32.25 MB
2. What is a Time Series.srt
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6.34 KB
3. Modeling vs. Predicting.mp4
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13.49 MB
3. Modeling vs. Predicting.srt
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3.27 KB
4. Why Do We Care About Shapes.mp4
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29.49 MB
4. Why Do We Care About Shapes.srt
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7.65 KB
5. Types of Tasks.mp4
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23.56 MB
5. Types of Tasks.srt
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8.88 KB
6. Power, Log, and Box-Cox Transformations.mp4
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32.63 MB
6. Power, Log, and Box-Cox Transformations.srt
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8.1 KB
7. Power, Log, and Box-Cox Transformations in Code.mp4
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33.29 MB
7. Power, Log, and Box-Cox Transformations in Code.srt
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6.81 KB
8. Forecasting Metrics.mp4
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43.7 MB
8. Forecasting Metrics.srt
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15.23 KB
9. Financial Time Series Primer.mp4
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44.87 MB
9. Financial Time Series Primer.srt
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15.01 KB
4. Exponential Smoothing and ETS Methods
1. Exponential Smoothing Section Introduction.mp4
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13.57 MB
1. Exponential Smoothing Section Introduction.srt
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3.87 KB
10. Holt's Linear Trend Model (Code).mp4
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19.06 MB
10. Holt's Linear Trend Model (Code).srt
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3.44 KB
11. Holt-Winters (Theory).mp4
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47.56 MB
11. Holt-Winters (Theory).srt
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15 KB
12. Holt-Winters (Code).mp4
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49.81 MB
12. Holt-Winters (Code).srt
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9.57 KB
13. Walk-Forward Validation.mp4
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44.31 MB
13. Walk-Forward Validation.srt
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12.33 KB
14. Walk-Forward Validation in Code.mp4
MP4
60.26 MB
14. Walk-Forward Validation in Code.srt
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10.05 KB
15. Application Sales Data.mp4
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29.44 MB
15. Application Sales Data.srt
SRT
5.21 KB
16. Application Stock Predictions.mp4
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40.52 MB
16. Application Stock Predictions.srt
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6.31 KB
17. SMA Application COVID-19 Counting.mp4
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19.38 MB
17. SMA Application COVID-19 Counting.srt
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4.21 KB
18. SMA Application Algorithmic Trading.mp4
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11.59 MB
18. SMA Application Algorithmic Trading.srt
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2.85 KB
19. Exponential Smoothing Section Summary.mp4
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19.12 MB
19. Exponential Smoothing Section Summary.srt
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5.41 KB
2. Exponential Smoothing Intuition for Beginners.mp4
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23.92 MB
2. Exponential Smoothing Intuition for Beginners.srt
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7.24 KB
20. (Optional) More About State-Space Models.mp4
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40.17 MB
20. (Optional) More About State-Space Models.srt
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14.29 KB
3. SMA Theory.mp4
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15.24 MB
3. SMA Theory.srt
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4.84 KB
4. SMA Code.mp4
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54.09 MB
4. SMA Code.srt
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9.65 KB
5. EWMA Theory.mp4
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35.83 MB
5. EWMA Theory.srt
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14.6 KB
6. EWMA Code.mp4
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39.41 MB
6. EWMA Code.srt
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9.57 KB
7. SES Theory.mp4
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35.58 MB
7. SES Theory.srt
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13.85 KB
8. SES Code.mp4
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69.54 MB
8. SES Code.srt
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14.53 KB
9. Holt's Linear Trend Model (Theory).mp4
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33.2 MB
9. Holt's Linear Trend Model (Theory).srt
SRT
10.08 KB
GetFreeCourses.Co.url
URL
116 B
How you can help GetFreeCourses.Co.txt
TXT
182 B
5. ARIMA
1. ARIMA Section Introduction.mp4
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23.01 MB
1. ARIMA Section Introduction.srt
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7.15 KB
10. ACF and PACF in Code (pt 1).mp4
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41.32 MB
10. ACF and PACF in Code (pt 1).srt
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9.34 KB
11. ACF and PACF in Code (pt 2).mp4
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33.88 MB
11. ACF and PACF in Code (pt 2).srt
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8.02 KB
12. Auto ARIMA and SARIMAX.mp4
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39.46 MB
12. Auto ARIMA and SARIMAX.srt
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12.28 KB
13. Model Selection, AIC and BIC.mp4
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45.91 MB
13. Model Selection, AIC and BIC.srt
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13.45 KB
14. Auto ARIMA in Code.mp4
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103.19 MB
14. Auto ARIMA in Code.srt
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15.74 KB
15. Auto ARIMA in Code (Stocks).mp4
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105.21 MB
15. Auto ARIMA in Code (Stocks).srt
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17.09 KB
16. ACF and PACF for Stock Returns.mp4
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43.5 MB
16. ACF and PACF for Stock Returns.srt
SRT
7.48 KB
17. Auto ARIMA in Code (Sales Data).mp4
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65.43 MB
17. Auto ARIMA in Code (Sales Data).srt
SRT
10.16 KB
18. How to Forecast with ARIMA.mp4
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37.95 MB
18. How to Forecast with ARIMA.srt
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12.14 KB
19. Forecasting Out-Of-Sample.mp4
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6.73 MB
19. Forecasting Out-Of-Sample.srt
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1.67 KB
2. Autoregressive Models - AR(p).mp4
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52.54 MB
2. Autoregressive Models - AR(p).srt
SRT
16.67 KB
20. ARIMA Section Summary.mp4
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12.74 MB
20. ARIMA Section Summary.srt
SRT
4.57 KB
3. Moving Average Models - MA(q).mp4
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10.91 MB
3. Moving Average Models - MA(q).srt
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4.24 KB
4. ARIMA.mp4
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41.39 MB
4. ARIMA.srt
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13.8 KB
5. ARIMA in Code.mp4
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121.58 MB
5. ARIMA in Code.srt
SRT
22.87 KB
6. Stationarity.mp4
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55.16 MB
6. Stationarity.srt
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17.53 KB
7. Stationarity in Code.mp4
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61.5 MB
7. Stationarity in Code.srt
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10.76 KB
8. ACF (Autocorrelation Function).mp4
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37 MB
8. ACF (Autocorrelation Function).srt
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12.98 KB
9. PACF (Partial Autocorrelation Funtion).mp4
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25.11 MB
9. PACF (Partial Autocorrelation Funtion).srt
SRT
7.97 KB
6. Vector Autoregression (VAR, VMA, VARMA)
1. Vector Autoregression Section Introduction.mp4
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12.35 MB
1. Vector Autoregression Section Introduction.srt
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3.12 KB
10. Converting Between Models (Optional).mp4
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37.15 MB
10. Converting Between Models (Optional).srt
SRT
14.73 KB
11. Vector Autoregression Section Summary.mp4
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18.69 MB
11. Vector Autoregression Section Summary.srt
SRT
4.67 KB
2. VAR and VARMA Theory.mp4
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59.22 MB
2. VAR and VARMA Theory.srt
SRT
17.74 KB
3. VARMA Code (pt 1).mp4
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49.32 MB
3. VARMA Code (pt 1).srt
SRT
8.54 KB
4. VARMA Code (pt 2).mp4
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52.25 MB
4. VARMA Code (pt 2).srt
SRT
7.06 KB
5. VARMA Code (pt 3).mp4
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45.43 MB
5. VARMA Code (pt 3).srt
SRT
7.39 KB
6. VARMA Econometrics Code (pt 1).mp4
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50.84 MB
6. VARMA Econometrics Code (pt 1).srt
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9.71 KB
7. VARMA Econometrics Code (pt 2).mp4
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61.6 MB
7. VARMA Econometrics Code (pt 2).srt
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10.46 KB
8. Granger Causality.mp4
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22.42 MB
8. Granger Causality.srt
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5.29 KB
9. Granger Causality Code.mp4
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32 MB
9. Granger Causality Code.srt
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3.47 KB
7. Machine Learning Methods
1. Machine Learning Section Introduction.mp4
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17.53 MB
1. Machine Learning Section Introduction.srt
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5.33 KB
10. Forecasting with Differencing.mp4
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18.97 MB
10. Forecasting with Differencing.srt
SRT
5.29 KB
11. Machine Learning for Time Series Forecasting in Code (pt 2).mp4
MP4
49.4 MB
11. Machine Learning for Time Series Forecasting in Code (pt 2).srt
SRT
6.65 KB
12. Application Sales Data.mp4
MP4
42.19 MB
12. Application Sales Data.srt
SRT
5.32 KB
13. Application Predicting Stock Prices and Returns.mp4
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37.36 MB
13. Application Predicting Stock Prices and Returns.srt
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4.83 KB
14. Application Predicting Stock Movements.mp4
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26.28 MB
14. Application Predicting Stock Movements.srt
SRT
4.49 KB
15. Machine Learning Section Summary.mp4
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10.36 MB
15. Machine Learning Section Summary.srt
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3.01 KB
2. Supervised Machine Learning Classification and Regression.mp4
MP4
68.96 MB
2. Supervised Machine Learning Classification and Regression.srt
SRT
18.94 KB
3. Autoregressive Machine Learning Models.mp4
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32.38 MB
3. Autoregressive Machine Learning Models.srt
SRT
10.13 KB
4. Machine Learning Algorithms Linear Regression.mp4
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21.8 MB
4. Machine Learning Algorithms Linear Regression.srt
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6.45 KB
5. Machine Learning Algorithms Logistic Regression.mp4
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31.74 MB
5. Machine Learning Algorithms Logistic Regression.srt
SRT
9.02 KB
6. Machine Learning Algorithms Support Vector Machines.mp4
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43.52 MB
6. Machine Learning Algorithms Support Vector Machines.srt
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13.15 KB
7. Machine Learning Algorithms Random Forest.mp4
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32.02 MB
7. Machine Learning Algorithms Random Forest.srt
SRT
9.07 KB
8. Extrapolation and Stock Prices.mp4
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64.74 MB
8. Extrapolation and Stock Prices.srt
SRT
9.79 KB
9. Machine Learning for Time Series Forecasting in Code (pt 1).mp4
MP4
86.18 MB
9. Machine Learning for Time Series Forecasting in Code (pt 1).srt
SRT
14.96 KB
8. Deep Learning Artificial Neural Networks (ANN)
1. Artificial Neural Networks Section Introduction.mp4
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19.43 MB
1. Artificial Neural Networks Section Introduction.srt
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4.38 KB
10. Human Activity Recognition Dataset.mp4
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30.74 MB
10. Human Activity Recognition Dataset.srt
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7.26 KB
11. Human Activity Recognition Code Preparation.mp4
MP4
31.27 MB
11. Human Activity Recognition Code Preparation.srt
SRT
7.91 KB
12. Human Activity Recognition Data Exploration.mp4
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49.95 MB
12. Human Activity Recognition Data Exploration.srt
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8.58 KB
13. Human Activity Recognition Multi-Input ANN.mp4
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67.55 MB
13. Human Activity Recognition Multi-Input ANN.srt
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13.44 KB
14. Human Activity Recognition Feature-Based Model.mp4
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36.06 MB
14. Human Activity Recognition Feature-Based Model.srt
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5.52 KB
15. Human Activity Recognition Combined Model.mp4
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20.9 MB
15. Human Activity Recognition Combined Model.srt
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3.02 KB
16. How Does a Neural Network Learn.mp4
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50.07 MB
16. How Does a Neural Network Learn.srt
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14.16 KB
17. Artificial Neural Networks Section Summary.mp4
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10.95 MB
17. Artificial Neural Networks Section Summary.srt
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2.82 KB
2. The Neuron.mp4
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43.86 MB
2. The Neuron.srt
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12.66 KB
3. Forward Propagation.mp4
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44.79 MB
3. Forward Propagation.srt
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12.45 KB
4. The Geometrical Picture.mp4
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53.97 MB
4. The Geometrical Picture.srt
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11.74 KB
5. Activation Functions.mp4
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86.54 MB
5. Activation Functions.srt
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22.86 KB
6. Multiclass Classification.mp4
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43.63 MB
6. Multiclass Classification.srt
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11.1 KB
7. ANN Code Preparation.mp4
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57.51 MB
7. ANN Code Preparation.srt
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16.28 KB
8. Feedforward ANN for Time Series Forecasting Code.mp4
MP4
70.91 MB
8. Feedforward ANN for Time Series Forecasting Code.srt
SRT
10.74 KB
9. Feedforward ANN for Stock Return and Price Predictions Code.mp4
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67.71 MB
9. Feedforward ANN for Stock Return and Price Predictions Code.srt
SRT
9.03 KB
9. Deep Learning Convolutional Neural Networks (CNN)
1. CNN Section Introduction.mp4
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14.31 MB
1. CNN Section Introduction.srt
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4.04 KB
10. CNN for Human Activity Recognition.mp4
MP4
46.39 MB
10. CNN for Human Activity Recognition.srt
SRT
6.44 KB
11. CNN Section Summary.mp4
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15.44 MB
11. CNN Section Summary.srt
SRT
4.15 KB
2. What is Convolution.mp4
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78.29 MB
2. What is Convolution.srt
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20.66 KB
3. What is Convolution (Pattern-Matching).mp4
MP4
23.7 MB
3. What is Convolution (Pattern-Matching).srt
SRT
6.92 KB
4. What is Convolution (Weight Sharing).mp4
MP4
30.45 MB
4. What is Convolution (Weight Sharing).srt
SRT
8.55 KB
5. Convolution on Color Images.mp4
MP4
73.99 MB
5. Convolution on Color Images.srt
SRT
20.83 KB
6. Convolution for Time Series and ARIMA.mp4
MP4
23.61 MB
6. Convolution for Time Series and ARIMA.srt
SRT
6.42 KB
7. CNN Architecture.mp4
MP4
96.82 MB
7. CNN Architecture.srt
SRT
32.02 KB
8. CNN Code Preparation.mp4
MP4
27.49 MB
8. CNN Code Preparation.srt
SRT
7.92 KB
9. CNN for Time Series Forecasting in Code.mp4
MP4
48.78 MB
9. CNN for Time Series Forecasting in Code.srt
SRT
6.78 KB
GetFreeCourses.Co.url
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116 B
How you can help GetFreeCourses.Co.txt
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182 B
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116 B
GetFreeCourses.Co.url
URL
116 B
How you can help GetFreeCourses.Co.txt
TXT
182 B

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