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[GigaCourse.Com] Udemy - Time Series Analysis, Forecasting, and Machine Learning
magnet:?xt=urn:btih:be81cbb93cb063834a9c82a9502a45061c6e06ec&dn=[GigaCourse.Com] Udemy - Time Series Analysis, Forecasting, and Machine Learning
磁力链接详情
Hash值:
be81cbb93cb063834a9c82a9502a45061c6e06ec
点击数:
114
文件大小:
4.84 GB
文件数量:
119
创建日期:
2023-4-28 23:05
最后访问:
2024-6-9 05:51
访问标签:
GigaCourse
Com
Udemy
-
Time
Series
Analysis
Forecasting
and
Machine
Learning
文件列表详情
01 Welcome/001 Introduction and Outline.mp4 30.69 MB
01 Welcome/002 Where to Get the Code.mp4 61.97 MB
01 Welcome/003 Warmup (Optional).mp4 23.16 MB
02 Time Series Basics/001 Time Series Basics Section Introduction.mp4 17.46 MB
02 Time Series Basics/002 What is a Time Series_.mp4 32.24 MB
02 Time Series Basics/003 Modeling vs. Predicting.mp4 13.48 MB
02 Time Series Basics/004 Why Do We Care About Shapes_.mp4 29.48 MB
02 Time Series Basics/005 Types of Tasks.mp4 23.55 MB
02 Time Series Basics/006 Power, Log, and Box-Cox Transformations.mp4 32.63 MB
02 Time Series Basics/007 Power, Log, and Box-Cox Transformations in Code.mp4 33.29 MB
02 Time Series Basics/008 Forecasting Metrics.mp4 43.71 MB
02 Time Series Basics/009 Financial Time Series Primer.mp4 44.86 MB
02 Time Series Basics/010 Price Simulations in Code.mp4 18.28 MB
02 Time Series Basics/011 Random Walks and the Random Walk Hypothesis.mp4 68.11 MB
02 Time Series Basics/012 The Naive Forecast and the Importance of Baselines.mp4 30.11 MB
02 Time Series Basics/013 Naive Forecast and Forecasting Metrics in Code.mp4 41.47 MB
02 Time Series Basics/014 Time Series Basics Section Summary.mp4 12.13 MB
02 Time Series Basics/015 Suggestion Box.mp4 16.12 MB
03 Exponential Smoothing and ETS Methods/001 Exponential Smoothing Section Introduction.mp4 13.56 MB
03 Exponential Smoothing and ETS Methods/002 Exponential Smoothing Intuition for Beginners.mp4 23.91 MB
03 Exponential Smoothing and ETS Methods/003 SMA Theory.mp4 15.24 MB
03 Exponential Smoothing and ETS Methods/004 SMA Code.mp4 53.57 MB
03 Exponential Smoothing and ETS Methods/005 EWMA Theory.mp4 35.83 MB
03 Exponential Smoothing and ETS Methods/006 EWMA Code.mp4 39.41 MB
03 Exponential Smoothing and ETS Methods/007 SES Theory.mp4 35.57 MB
03 Exponential Smoothing and ETS Methods/008 SES Code.mp4 69.54 MB
03 Exponential Smoothing and ETS Methods/009 Holt's Linear Trend Model (Theory).mp4 33.2 MB
03 Exponential Smoothing and ETS Methods/010 Holt's Linear Trend Model (Code).mp4 19.05 MB
03 Exponential Smoothing and ETS Methods/011 Holt-Winters (Theory).mp4 47.55 MB
03 Exponential Smoothing and ETS Methods/012 Holt-Winters (Code).mp4 49.8 MB
03 Exponential Smoothing and ETS Methods/013 Walk-Forward Validation.mp4 44.31 MB
03 Exponential Smoothing and ETS Methods/014 Walk-Forward Validation in Code.mp4 60.25 MB
03 Exponential Smoothing and ETS Methods/015 Application_ Sales Data.mp4 29.44 MB
03 Exponential Smoothing and ETS Methods/016 Application_ Stock Predictions.mp4 40.51 MB
03 Exponential Smoothing and ETS Methods/017 SMA Application_ COVID-19 Counting.mp4 19.37 MB
03 Exponential Smoothing and ETS Methods/018 SMA Application_ Algorithmic Trading.mp4 11.59 MB
03 Exponential Smoothing and ETS Methods/019 Exponential Smoothing Section Summary.mp4 19.12 MB
04 ARIMA/001 ARIMA Section Introduction.mp4 23.01 MB
04 ARIMA/002 Autoregressive Models - AR(p).mp4 52.54 MB
04 ARIMA/003 Moving Average Models - MA(q).mp4 10.13 MB
04 ARIMA/004 ARIMA.mp4 41.39 MB
04 ARIMA/005 ARIMA in Code.mp4 121.58 MB
04 ARIMA/006 Stationarity.mp4 55.15 MB
04 ARIMA/007 Stationarity in Code.mp4 61.5 MB
04 ARIMA/008 ACF (Autocorrelation Function).mp4 37 MB
04 ARIMA/009 PACF (Partial Autocorrelation Funtion).mp4 25.11 MB
04 ARIMA/010 ACF and PACF in Code (pt 1).mp4 41.31 MB
04 ARIMA/011 ACF and PACF in Code (pt 2).mp4 33.88 MB
04 ARIMA/012 Auto ARIMA and SARIMAX.mp4 39.45 MB
04 ARIMA/013 Model Selection, AIC and BIC.mp4 45.91 MB
04 ARIMA/014 Auto ARIMA in Code.mp4 103.19 MB
04 ARIMA/015 Auto ARIMA in Code (Stocks).mp4 105.21 MB
04 ARIMA/016 ACF and PACF for Stock Returns.mp4 43.5 MB
04 ARIMA/017 Auto ARIMA in Code (Sales Data).mp4 65.42 MB
04 ARIMA/018 How to Forecast with ARIMA.mp4 37.95 MB
04 ARIMA/019 ARIMA Section Summary.mp4 12.74 MB
05 Machine Learning Methods/001 Machine Learning Section Introduction.mp4 17.53 MB
05 Machine Learning Methods/002 Supervised Machine Learning_ Classification and Regression.mp4 68.96 MB
05 Machine Learning Methods/003 Autoregressive Machine Learning Models.mp4 32.38 MB
05 Machine Learning Methods/004 Machine Learning Algorithms_ Linear Regression.mp4 21.8 MB
05 Machine Learning Methods/005 Machine Learning Algorithms_ Logistic Regression.mp4 31.74 MB
05 Machine Learning Methods/006 Machine Learning Algorithms_ Support Vector Machines.mp4 43.52 MB
05 Machine Learning Methods/007 Machine Learning Algorithms_ Random Forest.mp4 32.02 MB
05 Machine Learning Methods/008 Extrapolation and Stock Prices.mp4 64.73 MB
05 Machine Learning Methods/009 Machine Learning for Time Series Forecasting in Code (pt 1).mp4 86.17 MB
05 Machine Learning Methods/010 Forecasting with Differencing.mp4 18.97 MB
05 Machine Learning Methods/011 Machine Learning for Time Series Forecasting in Code (pt 2).mp4 49.4 MB
05 Machine Learning Methods/012 Application_ Sales Data.mp4 42.19 MB
05 Machine Learning Methods/013 Application_ Predicting Stock Prices and Returns.mp4 37.36 MB
05 Machine Learning Methods/014 Application_ Predicting Stock Movements.mp4 26.28 MB
05 Machine Learning Methods/015 Machine Learning Section Summary.mp4 10.36 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/001 Artificial Neural Networks_ Section Introduction.mp4 19.43 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/002 The Neuron.mp4 43.86 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/003 Forward Propagation.mp4 44.79 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/004 The Geometrical Picture.mp4 53.97 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/005 Activation Functions.mp4 86.54 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/006 Multiclass Classification.mp4 43.63 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/007 ANN Code Preparation.mp4 57.51 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/008 Feedforward ANN for Time Series Forecasting Code.mp4 70.91 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/009 Feedforward ANN for Stock Return and Price Predictions Code.mp4 67.71 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/010 Human Activity Recognition Dataset.mp4 30.74 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/011 Human Activity Recognition_ Code Preparation.mp4 31.27 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/012 Human Activity Recognition_ Data Exploration.mp4 49.95 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/013 Human Activity Recognition_ Multi-Input ANN.mp4 67.55 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/014 Human Activity Recognition_ Feature-Based Model.mp4 36.06 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/015 Human Activity Recognition_ Combined Model.mp4 20.9 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/016 How Does a Neural Network _Learn__.mp4 50.07 MB
06 Deep Learning_ Artificial Neural Networks (ANN)/017 Artificial Neural Networks_ Section Summary.mp4 10.95 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/001 CNN Section Introduction.mp4 14.31 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/002 What is Convolution_.mp4 78.29 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/003 What is Convolution_ (Pattern-Matching).mp4 23.69 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/004 What is Convolution_ (Weight Sharing).mp4 30.44 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/005 Convolution on Color Images.mp4 73.99 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/006 Convolution for Time Series and ARIMA.mp4 23.61 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/007 CNN Architecture.mp4 96.82 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/008 CNN Code Preparation.mp4 27.49 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/009 CNN for Time Series Forecasting in Code.mp4 48.78 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/010 CNN for Human Activity Recognition.mp4 46.39 MB
07 Deep Learning_ Convolutional Neural Networks (CNN)/011 CNN Section Summary.mp4 15.43 MB
08 VIP_ AWS Forecast/001 AWS Forecast Section Introduction.mp4 43.54 MB
08 VIP_ AWS Forecast/002 Data Model.mp4 48.96 MB
08 VIP_ AWS Forecast/003 Creating an IAM Role.mp4 23.8 MB
08 VIP_ AWS Forecast/004 Code pt 1 (Getting and Transforming the Data).mp4 63.34 MB
08 VIP_ AWS Forecast/005 Code pt 2 (Uploading the data to S3).mp4 91.06 MB
08 VIP_ AWS Forecast/006 Code pt 3 (Building your Model).mp4 54.47 MB
08 VIP_ AWS Forecast/007 Code pt 4 (Generating and Evaluating the Forecast).mp4 49.88 MB
08 VIP_ AWS Forecast/008 AWS Forecast Exercise.mp4 13.76 MB
08 VIP_ AWS Forecast/009 AWS Forecast Section Summary.mp4 25.46 MB
10 Setting Up Your Environment FAQ/001 Anaconda Environment Setup.mp4 27.88 MB
10 Setting Up Your Environment FAQ/002 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 43.61 MB
11 Extra Help With Python Coding for Beginners FAQ/001 How to Code by Yourself (part 1).mp4 24.59 MB
11 Extra Help With Python Coding for Beginners FAQ/002 How to Code by Yourself (part 2).mp4 49.18 MB
11 Extra Help With Python Coding for Beginners FAQ/003 Proof that using Jupyter Notebook is the same as not using it.mp4 69.51 MB
12 Effective Learning Strategies for Machine Learning FAQ/001 How to Succeed in this Course (Long Version).mp4 12.6 MB
12 Effective Learning Strategies for Machine Learning FAQ/002 Is this for Beginners or Experts_ Academic or Practical_ Fast or slow-paced_.mp4 38.95 MB
12 Effective Learning Strategies for Machine Learning FAQ/003 Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 79.62 MB
12 Effective Learning Strategies for Machine Learning FAQ/004 Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 108.19 MB
13 Appendix _ FAQ Finale/001 What is the Appendix_.mp4 16.4 MB
13 Appendix _ FAQ Finale/002 BONUS_ Where to get discount coupons and FREE deep learning material.mp4 37.81 MB
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