Tag: Deep Learning and Neural Networks

Data Science

Generative Adversarial Networks: With Real-life Analogy

by Mohita Narang

LAST UPDATED: May 24, 2023, 17:57 IST

Generative models are a fascinating branch of machine learning that seeks to capture and learn the underlying probability distribution of a given dataset. These models can generate new samples that...

machine learning, Deep Learning and Neural Networks

Data Science

Top 20 In-Depth Transformer Interview Questions

by Shiksha Online

LAST UPDATED: April 20, 2023, 14:39 IST

Transformer networks are powerful and flexible and apply to various Natural Language Processing (NLP) tasks in Deep Learning. Their ability to capture long-range dependencies and process input sequences of variable...

Deep Learning and Neural Networks

Data Science

Activation Functions: With Real-life analogy and Python Code

by Mohita Narang

LAST UPDATED: April 19, 2023, 11:35 IST

Activation functions are an important component of neural networks. They help to determine the output of a neural network by applying mathematical transformations to the input signals received from other...

data science, Deep Learning and Neural Networks

Data Science

What is Multilayer Perceptron (MLP) Neural Networks?

by Shiksha Online

LAST UPDATED: February 9, 2023, 17:29 IST

MultiLayer Perceptron Neural Network is a Neural Network with multiple layers, and all its layers are connected. It uses a BackPropagation algorithm for training the model. Multilayer Perceptron is a...

Deep Learning and Neural Networks

Data Science

A Gentle Introduction to Graph Neural Network

by Shiksha Online

LAST UPDATED: January 3, 2023, 18:04 IST

The success and importance of Neural networks give a new way of research for data mining and pattern recognition. Machine learning algorithms are used in Neural Networks to train them...

Deep Learning and Neural Networks

Data Science

Markov Chain: Types, Properties and Applications

by Shiksha Online

LAST UPDATED: December 28, 2022, 0:54 IST

In this article, we will be discussing the Markov chain and its applications. Table of Contents What is a Markov chain?Types of Markov chainProperties of Markov chainApplicationsMarkov chain in PythonAdvantages...

Deep Learning and Neural Networks

Data Science

Text Classification with BERT

by Atul Harsha

LAST UPDATED: December 19, 2022, 18:07 IST

BERT (Bidirectional Encoder Representations from Transformers) is a pre-trained language model developed by Google. It is a transformer-based model that can be fine-tuned for a wide range of natural language...

NLP and Text Mining, Deep Learning and Neural Networks

Data Science

The Ultimate Showdown: RNN vs LSTM vs GRU – Which is the Best?

by Atul Harsha

LAST UPDATED: May 22, 2023, 17:06 IST

Recurrent neural networks (RNNs) are a type of neural network that are used for processing sequential data, such as text, audio, or time series data. They are designed to remember...

NLP and Text Mining, Deep Learning and Neural Networks

Data Science

Introduction to Recurrent neural networks and the Math behind them

by Atul Harsha

LAST UPDATED: December 26, 2022, 12:46 IST

Recurrent Neural Network (RNN) are deep learning algorithms with short-term memory created to deal with sequential data. This algorithm is commonly used in Google Search Suggestion, Apple voice search, Google...

deep learning, NLP and Text Mining

Data Science

Introduction to Neural Networks in Deep Learning

by Prerna-Singh

LAST UPDATED: June 8, 2022, 17:12 IST

Deep Learning is a subfield of Machine Learning that is inspired by the way a human brain functions. To put it in the simplest form, just as humans learn and...

Deep Learning and Neural Networks