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- Test (00:38, 8 January 2015)
- Test2 (08:33, 8 January 2015)
- Expected value (04:20, 9 January 2015)
- Variance (05:44, 9 January 2015)
- Uniform distribution (continuous) (19:04, 9 January 2015)
- Uniform distribution (discrete) (19:06, 9 January 2015)
- Normal distribution (20:21, 9 January 2015)
- Initial weight selection (09:15, 11 January 2015)
- Covariance (22:37, 11 January 2015)
- Correlation (22:44, 11 January 2015)
- Principal component analysis (23:10, 11 January 2015)
- Data matrix (17:52, 12 January 2015)
- Standard deviation (19:06, 21 June 2015)
- Standardization (20:20, 2 July 2015)
- Covariance function (23:06, 13 July 2015)
- Symbols (23:16, 13 July 2015)
- Conjugate gradient minimization (20:51, 18 July 2015)
- Brent's method (20:54, 18 July 2015)
- Line search method (21:00, 18 July 2015)
- Line minimization (22:12, 18 July 2015)
- Function bracketing (22:15, 18 July 2015)
- Gradient-based optimization algorithm (22:29, 18 July 2015)
- Optimization (05:56, 19 July 2015)
- Data collection and preprocessing (21:08, 24 July 2015)
- Statistics (21:09, 24 July 2015)
- Gaussian process (18:12, 26 July 2015)
- Gaussian processes in stats++ (19:45, 26 July 2015)
- Using (22:53, 3 July 2016)
- Conventions (18:23, 4 July 2016)
- Decorrelation and whitening (18:31, 4 July 2016)
- Dimensionality reduction (18:31, 4 July 2016)
- Data preprocessing (00:09, 6 January 2017)
- Skewness (23:16, 6 January 2017)
- Normalization (23:04, 5 February 2017)
- Introduction (00:33, 6 February 2017)
- Descriptive statistics (00:33, 6 February 2017)
- Restricted Boltzmann machine (00:35, 6 February 2017)
- Known issues (00:35, 6 February 2017)
- Feature scaling (00:52, 6 February 2017)
- QRprop (21:53, 18 February 2017)
- Neural network introduction (22:00, 18 February 2017)
- Activation function (00:21, 20 February 2017)
- Neural network creation (20:52, 20 February 2017)
- Loss function (20:55, 20 February 2017)
- Neural network (21:07, 20 February 2017)
- Neural network training (21:16, 20 February 2017)
- Neural network types (21:55, 20 February 2017)
- Machine learning (21:51, 8 April 2017)
- Evolutionary algorithm (20:41, 21 May 2017)
- Machine learning tutorials (01:07, 2 January 2018)