Author Archives: Amal Nair - Page 5
Machine Learning has found its application across a number of domains that involve mimicking the complexities and senses of human beings. Computer Vision and Speech synthesis have been around since the late 1960s and have exponentially improved over time — especially in the last few years. Today, we will focus on Speech Synthesis which is…
The post Step By Step Guide To Audio Visualization In Python appeared first on Analytics India Magazine.
Text classification is one of the most common problems in natural language processing. In the past few years, there have been numerous successful attempts which gave rise to many state-of-the-art language models capable of performing classification tasks with accuracy and precision. Text classification powers many real-world applications — from simple spam filtering to voice assistants…
The post Step By Step Guide To Create Your Own Speech Classifier appeared first on Analytics India Magazine.
Data Scientist’s job chiefly deals with and revolves around data, data analysis and modeling. But what comes after the modelling? What is the purpose of a saved model? Today we will answer these questions in the simplest way possible — by implementing it. Deployment is not a simple task and it involves development skills as…
The post How To Deploy A Fastai Model Using Flask API appeared first on Analytics India Magazine.
Data Scientist’s job chiefly deals with and revolves around data, data analysis and modeling. But what comes after the modelling? What is the purpose of a saved model? Today we will answer these questions in the simplest way possible — by implementing it. Deployment is not a simple task and it involves development skills as…
The post How To Deploy A Fastai Model Using Flask API appeared first on Analytics India Magazine.
In the past few years, we have seen tremendous improvements in the ability of machines to deal with Natural Language. We saw algorithms breaking the state-of-the-art one after the other on a variety of language-specific tasks, all thanks to transformers. In this article, we will discuss and implement transformers in the simplest way possible using…
The post Transformers Simplified: A Hands-On Intro To Text Classification Using Simple Transformers appeared first on Analytics India Magazine.
BERT is one of the most popular algorithms in the NLP spectrum known for producing state-of-the-art results in a variety of language modeling tasks. Built on top of transformers and seq-to-sequence models, the Bidirectional Encoder Representations from Transformers is a very powerful NLP model that has outperformed many. What Is The Big Deal About BERT?…
The post How To Build A BERT Classifier Model With TensorFlow 2.0 appeared first on Analytics India Magazine.
Explainable AI or shortly XAI is a domain that deals with maintaining transparency to the decision making capability of complex machine learning models and algorithms. In this article, we will take a look at such a tool that is built for the purpose of making AI explainable. A simple way to understand this concept is…
The post Beginner’s Guide To Explainable AI: Hands-On Introduction To What-If Tool appeared first on Analytics India Magazine.
Data Science has opened up a myriad of opportunities in the past couple of years. It quickly topped the list of most wanted jobs and has witnessed the younger generation swarming for courses and jobs, However, unlike most domains, data science is one such field where an individual has to have a peculiar set of…
The post Solving Your First Ever Data Science Hackathon With MachineHack appeared first on Analytics India Magazine.
OpenAI’s GPT-2 or Generative Pre-Training version 2 is a state-of-the-art language model that can generate text like humans. It is unmatched when it comes to a model that is generalised yet capable of outperforming models trained on specific tasks. Recently, OpenAI open-sourced the complete model with about 1.5 billion parameters after creating a buzz over…
The post How To Get Started With OpenAI’s GPT-2 For Text Generation appeared first on Analytics India Magazine.
Bidirectional Encoder Representations from Transformers or BERT is a very popular NLP model from Google known for producing state-of-the-art results in a wide variety of NLP tasks. The importance of Natural Language Processing (NLP) is profound in the artificial intelligence domain. The most abundant data in the world today is in the form of texts.…
The post Step By Step Guide To Implementing Multi-Class Classification With BERT & TensorFlow appeared first on Analytics India Magazine.