Hands on learning and deep learning -- Realizing recurrent neural network RNN from scratch

[note]: the data of two books are loaded here, both of which are mentioned in Li Mu's divine book. Since the code encapsulated by Mu Shen is loaded Time machine, I copied the code of the previous two blogs here to load the Star Wars dataset. The following content is a reproduction of Mu God's curriculum and code. I will mark the knowledge p ...

Posted by pkmleo on Sun, 07 Nov 2021 23:55:29 -0800

Message Passing parsing in Python geometric

MessagePassing in Python geometric Convolution computation in the graph is usually called neighborhood aggregation or message passing. Definition x i ( k − ...

Posted by pbarney on Sat, 06 Nov 2021 04:25:16 -0700

R language BUGS sequence Monte Carlo SMC, Markov transformation random volatility SV model, particle filter, METROPOLIS HASTINGS time series analysis

Original link: http://tecdat.cn/?p=24162In this example, we consider Markov transformation stochastic volatility model.statistical modelLet yt be the dependent variable and xt be the unobserved logarithmic volatility of yt. For t ≤ tmax, the stochastic volatility model is defined as followsThe state variable ct follows a two state Markov pro ...

Posted by TripleDES on Fri, 05 Nov 2021 19:32:04 -0700

Image theme color extraction algorithm

Median segmentation In RGB color space, the three primary colors R, G and B correspond to three coordinate axes of the space, and each coordinate axis is quantized to 0-255. 0 corresponds to all black and 255 corresponds to all white. In this way, a color cube with 256 sides is formed, and all possible colors correspond to a point on the c ...

Posted by Mark.P.W on Fri, 05 Nov 2021 14:47:49 -0700

Python pure manual construction of BP neural network -- handwritten numeral recognition

1 Introduction to the experiment Experimental requirements: implement a handwritten numeral recognition program, as shown in the figure below. The neural network is required to include a hidden layer, and the number of neurons in the hidden layer is 15. Overall idea: mainly refer to the introduction of neural network in Chapter 5 of waterme ...

Posted by HockeyDevil07 on Thu, 04 Nov 2021 08:46:58 -0700

R language principal component regression (PCR) and multiple linear regression feature dimensionality reduction analysis of vehicle fuel consumption, design and performance data and spectral data

Original link: http://tecdat.cn/?p=24152What is PCR? (PCR = PCA + MLR)• PCR is a regression technique that processes many x variables • given Y and X data: • PCA on X matrix – define a new variable: principal component (score) • in multivariate linearity_ Return_ (_MLR_)   Some of these new variables are used ...

Posted by Dujo on Thu, 04 Nov 2021 08:15:49 -0700

[3] Tmall elf open experimental platform experiment - switching intention, parameter transfer

Tmall elf open experimental platform experiment - switching intention, parameter transfer Reference link: AliGenie - skill application platform 1, Create two intentions Then, in the first two experiments, we continue to create new two intentions to realize the speech skills associated with multiple intentions. Through learning, you will ...

Posted by wrongmove18 on Thu, 04 Nov 2021 06:00:22 -0700

R language integration model: lifting tree boosting, random forest, constrained least squares weighted average model fusion analysis of time series data

Original link: http://tecdat.cn/?p=24148Especially in economics / econometrics, modelers do not believe that their models can reflect reality. For example, the yield curve does not follow the three factor Nelson Siegel model, the relationship between stocks and their related factors is not linear, and the volatility does not follow the Garch(1, ...

Posted by kornlord283 on Wed, 03 Nov 2021 22:09:58 -0700

Machine learning competition: come and explore happiness together

Come and explore happiness together (complete) This learning note is the learning content of Alibaba cloud Tianchi Longzhu plan machine learning training camp. The learning links are: AI training camp machine learning - Alibaba cloud Tianchi Introduction to the game title (although there is already an introduction to the game title in the a ...

Posted by PhilVaz on Wed, 03 Nov 2021 18:16:15 -0700

Application of Artificial Intelligence in Data Quality Management

To be honest, the concept of artificial intelligence is somewhat too large, including in-depth learning, machine learning, intensive learning and so on, while in-depth learning includes image recognition, speech recognition, natural language processing, prediction analysis; Machine learning includes supervised learning, unsupervised learning an ...

Posted by dilum on Tue, 02 Nov 2021 12:33:53 -0700