0. Websites you may like/[CourseClub.Me].url
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127B
0. Websites you may like/[GigaCourse.Com].url
49B
1. Welcome/1. Introduction and Outline.mp4
32.56MB
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1. Welcome/1. Introduction and Outline.srt
7.63KB
1. Welcome/2. Warmup (Optional).mp4
24.71MB
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1. Welcome/2. Warmup (Optional).srt
6.13KB
10. Deep Learning Recurrent Neural Networks (RNN)/1. RNN Section Introduction.mp4
20.52MB
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10. Deep Learning Recurrent Neural Networks (RNN)/1. RNN Section Introduction.srt
6.37KB
10. Deep Learning Recurrent Neural Networks (RNN)/10. LSTMs for Time Series Classification in Code.mp4
44.06MB
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10. Deep Learning Recurrent Neural Networks (RNN)/10. LSTMs for Time Series Classification in Code.srt
5.43KB
10. Deep Learning Recurrent Neural Networks (RNN)/11. The Unreasonable Ineffectiveness of Recurrent Neural Networks.mp4
15.45MB
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10. Deep Learning Recurrent Neural Networks (RNN)/11. The Unreasonable Ineffectiveness of Recurrent Neural Networks.srt
4.18KB
10. Deep Learning Recurrent Neural Networks (RNN)/12. RNN Section Summary.mp4
15.93MB
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10. Deep Learning Recurrent Neural Networks (RNN)/12. RNN Section Summary.srt
3.81KB
10. Deep Learning Recurrent Neural Networks (RNN)/2. Simple RNN Elman Unit (pt 1).mp4
38.74MB
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10. Deep Learning Recurrent Neural Networks (RNN)/2. Simple RNN Elman Unit (pt 1).srt
11.52KB
10. Deep Learning Recurrent Neural Networks (RNN)/3. Simple RNN Elman Unit (pt 2).mp4
40.01MB
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10. Deep Learning Recurrent Neural Networks (RNN)/3. Simple RNN Elman Unit (pt 2).srt
12.9KB
10. Deep Learning Recurrent Neural Networks (RNN)/4. Aside State Space Models vs. RNNs.mp4
18.62MB
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10. Deep Learning Recurrent Neural Networks (RNN)/4. Aside State Space Models vs. RNNs.srt
4.37KB
10. Deep Learning Recurrent Neural Networks (RNN)/5. RNN Code Preparation.mp4
34.14MB
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10. Deep Learning Recurrent Neural Networks (RNN)/5. RNN Code Preparation.srt
11.1KB
10. Deep Learning Recurrent Neural Networks (RNN)/6. RNNs Understanding by Implementing (Paying Attention to Shapes).mp4
55.52MB
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10. Deep Learning Recurrent Neural Networks (RNN)/6. RNNs Understanding by Implementing (Paying Attention to Shapes).srt
10.01KB
10. Deep Learning Recurrent Neural Networks (RNN)/7. GRU and LSTM (pt 1).mp4
80.02MB
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10. Deep Learning Recurrent Neural Networks (RNN)/7. GRU and LSTM (pt 1).srt
22.85KB
10. Deep Learning Recurrent Neural Networks (RNN)/8. GRU and LSTM (pt 2).mp4
50.24MB
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10. Deep Learning Recurrent Neural Networks (RNN)/8. GRU and LSTM (pt 2).srt
14.81KB
10. Deep Learning Recurrent Neural Networks (RNN)/9. LSTMs for Time Series Forecasting in Code.mp4
197.71MB
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10. Deep Learning Recurrent Neural Networks (RNN)/9. LSTMs for Time Series Forecasting in Code.srt
34.37KB
11. VIP GARCH/1. GARCH Section Introduction.mp4
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11. VIP GARCH/1. GARCH Section Introduction.srt
5.16KB
11. VIP GARCH/10. GARCH Code (pt 3).mp4
43.96MB
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11. VIP GARCH/10. GARCH Code (pt 3).srt
7.1KB
11. VIP GARCH/11. GARCH Code (pt 4).mp4
41.27MB
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11. VIP GARCH/11. GARCH Code (pt 4).srt
5.87KB
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15. Extra Help With Python Coding for Beginners FAQ/4. Proof that using Jupyter Notebook is the same as not using it.mp4
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16. Effective Learning Strategies for Machine Learning FAQ/1. How to Succeed in this Course (Long Version).mp4
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16. Effective Learning Strategies for Machine Learning FAQ/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4
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17. Appendix FAQ Finale/1. What is the Appendix.mp4
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2. Getting Set Up/1. Get Your Hands Dirty, Practical Coding Experience, Data Links.mp4
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2. Getting Set Up/1.1 Data Links.html
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2. Getting Set Up/1.2 Github Links.html
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3. Time Series Basics/2. What is a Time Series.mp4
32.24MB
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3. Time Series Basics/2. What is a Time Series.srt
6.34KB
3. Time Series Basics/3. Modeling vs. Predicting.mp4
13.48MB
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3.27KB
3. Time Series Basics/4. Why Do We Care About Shapes.mp4
29.48MB
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7.65KB
3. Time Series Basics/5. Types of Tasks.mp4
23.55MB
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8.88KB
3. Time Series Basics/6. Power, Log, and Box-Cox Transformations.mp4
32.63MB
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8.1KB
3. Time Series Basics/7. Power, Log, and Box-Cox Transformations in Code.mp4
33.29MB
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6.81KB
3. Time Series Basics/8. Forecasting Metrics.mp4
43.69MB
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15.23KB
3. Time Series Basics/9. Financial Time Series Primer.mp4
44.86MB
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15.01KB
4. Exponential Smoothing and ETS Methods/1. Exponential Smoothing Section Introduction.mp4
13.57MB
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3.87KB
4. Exponential Smoothing and ETS Methods/10. Holt's Linear Trend Model (Code).mp4
19.05MB
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4. Exponential Smoothing and ETS Methods/10. Holt's Linear Trend Model (Code).srt
3.44KB
4. Exponential Smoothing and ETS Methods/11. Holt-Winters (Theory).mp4
47.55MB
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15KB
4. Exponential Smoothing and ETS Methods/12. Holt-Winters (Code).mp4
49.8MB
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9.57KB
4. Exponential Smoothing and ETS Methods/13. Walk-Forward Validation.mp4
44.31MB
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4. Exponential Smoothing and ETS Methods/13. Walk-Forward Validation.srt
12.33KB
4. Exponential Smoothing and ETS Methods/14. Walk-Forward Validation in Code.mp4
60.26MB
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10.05KB
4. Exponential Smoothing and ETS Methods/15. Application Sales Data.mp4
29.44MB
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5.21KB
4. Exponential Smoothing and ETS Methods/16. Application Stock Predictions.mp4
40.51MB
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6.31KB
4. Exponential Smoothing and ETS Methods/17. SMA Application COVID-19 Counting.mp4
19.37MB
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4. Exponential Smoothing and ETS Methods/17. SMA Application COVID-19 Counting.srt
4.21KB
4. Exponential Smoothing and ETS Methods/18. SMA Application Algorithmic Trading.mp4
11.59MB
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2.85KB
4. Exponential Smoothing and ETS Methods/19. Exponential Smoothing Section Summary.mp4
19.12MB
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5.41KB
4. Exponential Smoothing and ETS Methods/2. Exponential Smoothing Intuition for Beginners.mp4
23.91MB
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7.24KB
4. Exponential Smoothing and ETS Methods/20. (Optional) More About State-Space Models.mp4
40.17MB
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14.29KB
4. Exponential Smoothing and ETS Methods/3. SMA Theory.mp4
15.24MB
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4.84KB
4. Exponential Smoothing and ETS Methods/4. SMA Code.mp4
54.1MB
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9.65KB
4. Exponential Smoothing and ETS Methods/5. EWMA Theory.mp4
35.83MB
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14.6KB
4. Exponential Smoothing and ETS Methods/6. EWMA Code.mp4
39.41MB
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9.57KB
4. Exponential Smoothing and ETS Methods/7. SES Theory.mp4
35.57MB
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13.85KB
4. Exponential Smoothing and ETS Methods/8. SES Code.mp4
69.54MB
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14.53KB
4. Exponential Smoothing and ETS Methods/9. Holt's Linear Trend Model (Theory).mp4
33.2MB
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10.08KB
5. ARIMA/1. ARIMA Section Introduction.mp4
23.01MB
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7.15KB
5. ARIMA/10. ACF and PACF in Code (pt 1).mp4
41.31MB
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5. ARIMA/10. ACF and PACF in Code (pt 1).srt
9.34KB
5. ARIMA/11. ACF and PACF in Code (pt 2).mp4
33.88MB
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8.02KB
5. ARIMA/12. Auto ARIMA and SARIMAX.mp4
39.45MB
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12.28KB
5. ARIMA/13. Model Selection, AIC and BIC.mp4
45.91MB
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5. ARIMA/13. Model Selection, AIC and BIC.srt
13.45KB
5. ARIMA/14. Auto ARIMA in Code.mp4
103.19MB
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5. ARIMA/14. Auto ARIMA in Code.srt
15.74KB
5. ARIMA/15. Auto ARIMA in Code (Stocks).mp4
105.22MB
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5. ARIMA/15. Auto ARIMA in Code (Stocks).srt
17.09KB
5. ARIMA/16. ACF and PACF for Stock Returns.mp4
43.5MB
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5. ARIMA/16. ACF and PACF for Stock Returns.srt
7.48KB
5. ARIMA/17. Auto ARIMA in Code (Sales Data).mp4
65.42MB
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5. ARIMA/17. Auto ARIMA in Code (Sales Data).srt
10.16KB
5. ARIMA/18. How to Forecast with ARIMA.mp4
37.95MB
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5. ARIMA/18. How to Forecast with ARIMA.srt
12.14KB
5. ARIMA/19. Forecasting Out-Of-Sample.mp4
6.73MB
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5. ARIMA/19. Forecasting Out-Of-Sample.srt
1.67KB
5. ARIMA/2. Autoregressive Models - AR(p).mp4
52.54MB
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5. ARIMA/2. Autoregressive Models - AR(p).srt
16.67KB
5. ARIMA/20. ARIMA Section Summary.mp4
12.74MB
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5. ARIMA/20. ARIMA Section Summary.srt
4.57KB
5. ARIMA/3. Moving Average Models - MA(q).mp4
10.9MB
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5. ARIMA/3. Moving Average Models - MA(q).srt
4.24KB
5. ARIMA/4. ARIMA.mp4
41.39MB
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5. ARIMA/4. ARIMA.srt
13.8KB
5. ARIMA/5. ARIMA in Code.mp4
121.58MB
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5. ARIMA/5. ARIMA in Code.srt
22.87KB
5. ARIMA/6. Stationarity.mp4
55.15MB
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5. ARIMA/6. Stationarity.srt
17.53KB
5. ARIMA/7. Stationarity in Code.mp4
61.5MB
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5. ARIMA/7. Stationarity in Code.srt
10.76KB
5. ARIMA/8. ACF (Autocorrelation Function).mp4
37MB
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5. ARIMA/8. ACF (Autocorrelation Function).srt
12.98KB
5. ARIMA/9. PACF (Partial Autocorrelation Funtion).mp4
25.11MB
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5. ARIMA/9. PACF (Partial Autocorrelation Funtion).srt
7.97KB
6. Vector Autoregression (VAR, VMA, VARMA)/1. Vector Autoregression Section Introduction.mp4
12.34MB
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6. Vector Autoregression (VAR, VMA, VARMA)/1. Vector Autoregression Section Introduction.srt
3.12KB
6. Vector Autoregression (VAR, VMA, VARMA)/10. Converting Between Models (Optional).mp4
37.16MB
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6. Vector Autoregression (VAR, VMA, VARMA)/10. Converting Between Models (Optional).srt
14.73KB
6. Vector Autoregression (VAR, VMA, VARMA)/11. Vector Autoregression Section Summary.mp4
18.68MB
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6. Vector Autoregression (VAR, VMA, VARMA)/11. Vector Autoregression Section Summary.srt
4.67KB
6. Vector Autoregression (VAR, VMA, VARMA)/2. VAR and VARMA Theory.mp4
59.22MB
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6. Vector Autoregression (VAR, VMA, VARMA)/2. VAR and VARMA Theory.srt
17.74KB
6. Vector Autoregression (VAR, VMA, VARMA)/3. VARMA Code (pt 1).mp4
49.32MB
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6. Vector Autoregression (VAR, VMA, VARMA)/3. VARMA Code (pt 1).srt
8.54KB
6. Vector Autoregression (VAR, VMA, VARMA)/4. VARMA Code (pt 2).mp4
52.25MB
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6. Vector Autoregression (VAR, VMA, VARMA)/4. VARMA Code (pt 2).srt
7.06KB
6. Vector Autoregression (VAR, VMA, VARMA)/5. VARMA Code (pt 3).mp4
45.43MB
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6. Vector Autoregression (VAR, VMA, VARMA)/5. VARMA Code (pt 3).srt
7.39KB
6. Vector Autoregression (VAR, VMA, VARMA)/6. VARMA Econometrics Code (pt 1).mp4
50.84MB
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6. Vector Autoregression (VAR, VMA, VARMA)/6. VARMA Econometrics Code (pt 1).srt
9.71KB
6. Vector Autoregression (VAR, VMA, VARMA)/7. VARMA Econometrics Code (pt 2).mp4
61.6MB
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6. Vector Autoregression (VAR, VMA, VARMA)/7. VARMA Econometrics Code (pt 2).srt
10.46KB
6. Vector Autoregression (VAR, VMA, VARMA)/8. Granger Causality.mp4
22.42MB
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6. Vector Autoregression (VAR, VMA, VARMA)/8. Granger Causality.srt
5.29KB
6. Vector Autoregression (VAR, VMA, VARMA)/9. Granger Causality Code.mp4
32MB
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6. Vector Autoregression (VAR, VMA, VARMA)/9. Granger Causality Code.srt
3.47KB
7. Machine Learning Methods/1. Machine Learning Section Introduction.mp4
17.53MB
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7. Machine Learning Methods/1. Machine Learning Section Introduction.srt
5.33KB
7. Machine Learning Methods/10. Forecasting with Differencing.mp4
18.97MB
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7. Machine Learning Methods/10. Forecasting with Differencing.srt
5.29KB
7. Machine Learning Methods/11. Machine Learning for Time Series Forecasting in Code (pt 2).mp4
49.41MB
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7. Machine Learning Methods/11. Machine Learning for Time Series Forecasting in Code (pt 2).srt
6.65KB
7. Machine Learning Methods/12. Application Sales Data.mp4
42.19MB
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7. Machine Learning Methods/12. Application Sales Data.srt
5.32KB
7. Machine Learning Methods/13. Application Predicting Stock Prices and Returns.mp4
37.36MB
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7. Machine Learning Methods/13. Application Predicting Stock Prices and Returns.srt
4.83KB
7. Machine Learning Methods/14. Application Predicting Stock Movements.mp4
26.28MB
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7. Machine Learning Methods/14. Application Predicting Stock Movements.srt
4.49KB
7. Machine Learning Methods/15. Machine Learning Section Summary.mp4
10.36MB
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7. Machine Learning Methods/15. Machine Learning Section Summary.srt
3.01KB
7. Machine Learning Methods/2. Supervised Machine Learning Classification and Regression.mp4
68.96MB
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7. Machine Learning Methods/2. Supervised Machine Learning Classification and Regression.srt
18.94KB
7. Machine Learning Methods/3. Autoregressive Machine Learning Models.mp4
32.38MB
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7. Machine Learning Methods/3. Autoregressive Machine Learning Models.srt
10.13KB
7. Machine Learning Methods/4. Machine Learning Algorithms Linear Regression.mp4
21.8MB
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7. Machine Learning Methods/4. Machine Learning Algorithms Linear Regression.srt
6.45KB
7. Machine Learning Methods/5. Machine Learning Algorithms Logistic Regression.mp4
31.74MB
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7. Machine Learning Methods/5. Machine Learning Algorithms Logistic Regression.srt
9.02KB
7. Machine Learning Methods/6. Machine Learning Algorithms Support Vector Machines.mp4
43.52MB
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7. Machine Learning Methods/6. Machine Learning Algorithms Support Vector Machines.srt
13.15KB
7. Machine Learning Methods/7. Machine Learning Algorithms Random Forest.mp4
32.02MB
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7. Machine Learning Methods/7. Machine Learning Algorithms Random Forest.srt
9.07KB
7. Machine Learning Methods/8. Extrapolation and Stock Prices.mp4
64.73MB
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9.79KB
7. Machine Learning Methods/9. Machine Learning for Time Series Forecasting in Code (pt 1).mp4
86.17MB
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14.96KB
8. Deep Learning Artificial Neural Networks (ANN)/1. Artificial Neural Networks Section Introduction.mp4
19.43MB
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8. Deep Learning Artificial Neural Networks (ANN)/1. Artificial Neural Networks Section Introduction.srt
4.38KB
8. Deep Learning Artificial Neural Networks (ANN)/10. Human Activity Recognition Dataset.mp4
30.74MB
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7.26KB
8. Deep Learning Artificial Neural Networks (ANN)/11. Human Activity Recognition Code Preparation.mp4
31.27MB
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7.91KB
8. Deep Learning Artificial Neural Networks (ANN)/12. Human Activity Recognition Data Exploration.mp4
49.95MB
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8.58KB
8. Deep Learning Artificial Neural Networks (ANN)/13. Human Activity Recognition Multi-Input ANN.mp4
67.55MB
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13.44KB
8. Deep Learning Artificial Neural Networks (ANN)/14. Human Activity Recognition Feature-Based Model.mp4
36.06MB
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8. Deep Learning Artificial Neural Networks (ANN)/14. Human Activity Recognition Feature-Based Model.srt
5.52KB
8. Deep Learning Artificial Neural Networks (ANN)/15. Human Activity Recognition Combined Model.mp4
20.9MB
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8. Deep Learning Artificial Neural Networks (ANN)/15. Human Activity Recognition Combined Model.srt
3.02KB
8. Deep Learning Artificial Neural Networks (ANN)/16. How Does a Neural Network Learn.mp4
50.07MB
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14.16KB
8. Deep Learning Artificial Neural Networks (ANN)/17. Artificial Neural Networks Section Summary.mp4
10.95MB
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2.82KB
8. Deep Learning Artificial Neural Networks (ANN)/2. The Neuron.mp4
43.86MB
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8. Deep Learning Artificial Neural Networks (ANN)/2. The Neuron.srt
12.66KB
8. Deep Learning Artificial Neural Networks (ANN)/3. Forward Propagation.mp4
44.79MB
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8. Deep Learning Artificial Neural Networks (ANN)/3. Forward Propagation.srt
12.45KB
8. Deep Learning Artificial Neural Networks (ANN)/4. The Geometrical Picture.mp4
53.97MB
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11.74KB
8. Deep Learning Artificial Neural Networks (ANN)/5. Activation Functions.mp4
86.55MB
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22.86KB
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43.63MB
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8. Deep Learning Artificial Neural Networks (ANN)/8. Feedforward ANN for Time Series Forecasting Code.mp4
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8. Deep Learning Artificial Neural Networks (ANN)/9. Feedforward ANN for Stock Return and Price Predictions Code.mp4
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9. Deep Learning Convolutional Neural Networks (CNN)/0. Websites you may like/[CourseClub.Me].url
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9. Deep Learning Convolutional Neural Networks (CNN)/1. CNN Section Introduction.mp4
14.31MB
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9. Deep Learning Convolutional Neural Networks (CNN)/8. CNN Code Preparation.mp4
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