Time Series Forecasting using ARIMA model

Time Series Forecasting using ARIMA model

ARIMA model: Introduction ARIMA is a widespread statistical technique for time series forecasting. It is an acronym. It stands for AutoRegressive Integrated Moving Average. This model captures a suite of diverse standard temporal structures in time series data.An ARIMA model is a class of statistical techniques for analyzing and forecasting time series data. To read more about time series analysis and its basic techniques please read this post. It clearly provides a suite of standard structures in time series data,…

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DevOps: oversee your code release

DevOps: oversee your code release

Agile methodology and DevOps Agile Development is an umbrella term for a few iterative and gradual software development systems. The most prevalent agile techniques incorporate Scrum, Kanban, Scaled Agile Framework® (SAFe®), Lean Development and Extreme Programming (XP). While every one of the agile procedures is novel in its particular methodology, they all offer a typical vision and guiding principle. They all on a very basic level consolidate iteration and the nonstop input that it gives to progressively refine and convey…

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Convolutional Neural Network (CNN)

Convolutional Neural Network (CNN)

CNN In previous post, we discussed about basics of neural network. In this post, we will talk about an interesting type of neural network popularly known as CNN, ConvNet or Convolutional Neural Network. Let us first understand the algorithm and the techniques used, then we will look how to implement these things in real. What is CNN Exactly? You may have officially known about picture or facial acknowledgment or self-driving vehicles. These are genuine executions of Convolutional Neural Networks (CNNs)….

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Incremental Clustering with example: BIRCH Algorithm

Incremental Clustering with example: BIRCH Algorithm

BIRCH (incremental) clustering algorithm : Introduction In one of the previous posts, we talked about incremental clustering with kmeans and saw an example. Here, we will see one more advanced incremental clustering technique called as BIRCH. I recommend you to read fundamentals of machine learning and information of incremental learning first before proceeding to this article. BIRCH stands for balanced iterative reducing and clustering using hierarchies. It is an unsupervised data mining system used to perform hierarchical clustering over big…

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Neural Network in simplified terms: For beginners

Neural Network in simplified terms: For beginners

In one of the last posts, we have discussed about fundamentals of deep learning. In this post, we will go further and talk about the backbone of deep learning: neural network. This article is for beginners to understand basics of neural network and its applications. A neural network is a type of computing technique in machine learning world. They are often misunderstood as difficult to use and learn. But, they are actually formed using simple processing nodes creating a shape…

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