Archives for Developers Corner - Page 236
Machine Learning is widely used for classification and forecasting problems on time series problems. When there is a predictive model to predict an unknown variable; where time acts as an independent variable and a target dependent variable, time-series forecasting comes into the picture. A predicted value can be anything — from the salaries of a…
The post MultiVariate Time Series Analysis For Data Science Rookies appeared first on Analytics India Magazine.
Founded in 2015, Julia has witnessed remarkable growth since then. In a recent report, Julia development was among the 20 hottest job skills that companies are hiring. In a press release, Julia Computing CEO and Julia co-creator Viral Shah said, “Since the launch of Julia 1.0 last year, demand for Julia programmers has exploded as…
The post 6 Reasons Why Julia Has Become A Go-To Language For Developers In A Short Span Of Time appeared first on Analytics India Magazine.
Reinforcement learning has been one of the most researched machine learning algorithms. As an algorithm that can be closely related to how human beings and animals learn to interact with the environment, reinforcement learning has always been given huge importance especially when it comes to branches of Artificial Intelligence such as robotics. Reinforcement Learning is…
The post The Intuition Behind Thompson Sampling Explained With Python Code appeared first on Analytics India Magazine.
Spark NLP, an open source, state-of-the-art NLP library by Jon Snow Labs has been gaining immense popularity lately. Built natively on Apache Spark and TensorFlow, the library provides simple, performant as well as accurate NLP notations for machine learning pipelines which can scale easily in a distributed environment. This library is reusing the Spark ML…
The post 5 Reasons Why Spark NLP Is The Most Widely Used Library In Enterprises appeared first on Analytics India Magazine.
Big data analysts need the right tools which empower them to analyse and make robust decisions in an organisation. In this article, Analytics India Magazine lists down 15 top analytical tools that all persons who work with Big Data must use in 2019: 1| Apache Spark Apache Spark is a fast and general-purpose cluster computing…
The post Top 15 Analytical Tools Data Scientists Must Use In 2019 appeared first on Analytics India Magazine.
A key balancing act in machine learning is choosing an appropriate level of model complexity: if the model is too complex, it will fit the data used to construct the model very well but generalise poorly to unseen data (overfitting); if the complexity is too low the model won’t capture all the information in the…
The post Why Learning Rate Is Crucial In Deep Learning appeared first on Analytics India Magazine.
When we talk about Machine Learning or Data Science or any process that involves predictive analysis using data — regression, overfitting and regularization are terms that are often used. Understanding regularization and the methods to regularize can have a big impact on a Predictive Model in producing reliable and low variance predictions. In this article,…
The post A Complete Tutorial On Implementing Lasso Regression In Python With MachineHack Data Science Hackathon appeared first on Analytics India Magazine.
Freezing a layer in the context of neural networks is about controlling the way the weights are updated. When a layer is frozen, it means that the weights cannot be modified further. This technique, as obvious as it may sound is to cut down on the computational time for training while losing not much on…
The post What Does Freezing A Layer Mean And How Does It Help In Fine Tuning Neural Networks appeared first on Analytics India Magazine.
Bloom filter, an ingenious data structure invented 50 years ago by Howard Bloom to test whether a certain elements belongs to a certain set. There are many applications of bloom filters such as detecting malicious URLs on browsers, wallet synchronisation for cryptocurrencies, reducing datacenter workloads, recommendation system. Knowledge of hash function prior to knowing…
The post What Is Bloom Filter And How Useful It Is For Data Science appeared first on Analytics India Magazine.
Python can be said as one of the most widely used languages because of its multiple features which include a large variety of useful libraries, extremely vast community, and other such things. The libraries mentioned here provide basic and neural network variants for accessing the neural network and deep learning based research codes. In this…
The post Top 7 Python Neural Network Libraries For Developers appeared first on Analytics India Magazine.