AiEnsured - Complete testing Suite for AI Products (Page 4)

Artificial Intelligence / Machine Learning

Empowering Businesses with ChatGPT

Introduction: In today's digital era, businesses are constantly seeking innovative ways to engage with their customers, streamline operations, and drive growth. One transformative technology that is revolutionizing the business landscape is ChatGPT, a state-of-the-art conversational AI model developed by OpenAI. ChatGPT has gained significant attention for its remarkable ability to

Artificial Intelligence / Machine Learning

Machine Learning Workflow with MLflow

Introduction: Machine learning projects often involve multiple stages, including data preprocessing, model training, hyperparameter tuning, and model deployment. Managing and tracking these stages can become complex and time-consuming. MLflow, an open-source machine learning platform, simplifies the end-to-end machine learning lifecycle by providing tools for experiment tracking, model packaging, and deployment.

Artificial Intelligence / Machine Learning

Pitfalls of Poor Data Preprocessing

Introduction: Data mining involves complex extraction of valuable patterns from large datasets. Preprocessing raw data is crucial to ensure its quality and suitability for analysis. Neglecting this step leads to inaccurate results and wasted resources. In this article, we'll explore common mistakes in data preprocessing, enhancing accuracy and effectiveness. Topics

Artificial Intelligence / Machine Learning

META-LEARNING: The Art of Learning to Learn

"Education is not the learning of facts, but the training of the mind to think." - Albert Einstein This quote by Albert Einstein emphasizes that education goes beyond the mere accumulation of facts and highlights the importance of developing a mindset focused on learning and critical thinking. It aligns with

Artificial Intelligence / Machine Learning

The Breakthrough of WGAN-GP

In the field of artificial intelligence, an exciting breakthrough has opened doors to endless possibilities. It's called Generative Adversarial Networks (GANs) that has a remarkable ability to generate captivating images, fake data and many more. You may have already experienced the wonders of AI tools that produce new images and

Artificial Intelligence / Machine Learning

ATTENTION: The Rise Of Transformers

From a humble beginning, the transformer architecture has reached to heroic heights in the field of artificial intelligence. It adapts to any tasks such as mastering language translation, sentiment analysis, summarizing concepts and many more. With its self-attention mechanism, the transformer has unveiled its capability to capture relationships in data

Artificial Intelligence / Machine Learning

TRANSFORMERS: The Revenge of the Fallen

Do You think is there a need for Transformers arise ? Once upon a time, the traditional neural networks like RNNs and CNNs struggled to capture the long-distance connections in data and lacked the parallel processing power. Then arose the transformers with its self-attention capability. With this amazing superpower it can

Artificial Intelligence / Machine Learning

Battle of the AI Titans: CHATGPT vs BARD

INTRODUCTION: In the realm of Natural Language Processing(NLP) and conversational AI, there are several AI models that have gained attention in their ability to generate human-like text. Out of them, the two prominent models that have captured the imagination of researchers and developers are ChatGPT and Bard which have

Artificial Intelligence / Machine Learning

An Overview of LSTM's

In the domain of natural language processing, we have seen that Recurrent Neural Network (RNN) play a crucial role. We have seen how RNN bridge the gap between previous information and the current tasks. The potential applications are from analyzing the video frames to predicting the next words in a

Artificial Intelligence / Machine Learning

Revolutionizing Image Analysis using CNN

Have you ever wondered how facial recognition works on social media, or how self-driving cars work, or how many diseases are detected through images in health care ? – it’s all because of CNN. In this article, the following topics will be covered : 1. What is a Neural Network ? 2. What

Artificial Intelligence / Machine Learning

Unveiling The Essence of Topic Classification Using BERT

In this article, let's explore BERT which is the pre-trained model from Hugging Face Transformers, before diving deeper into it. It was introduced by Google back in 2018. BERT (Bidirectional Encoder Representations from Transformers) is a pre-trained language model that has revolutionized the way we understand and process text. What

Artificial Intelligence / Machine Learning

Captum- model interpretability library for PyTorch‍

Interpretability in AI refers to the ability to explain how artificial intelligence models arrive at their predictions or decisions in a way that humans can easily comprehend. It allows us to understand the inner workings of AI models, make fair judgments, ensure their reliability, and hold them accountable. What is

Artificial Intelligence / Machine Learning

End-to-End Engine Horsepower Prediction with Deep Learning Regression Part-III

Introduction In the previous blogs we explored data pre-processing and model building, in this article we will explore model tracking using MLFlow. MLflow is an open-source platform designed to manage the end-to-end machine learning lifecycle. It was developed by Databricks and has become widely used in the machine learning community.

Artificial Intelligence / Machine Learning Featured

Why is Power BI important in Data &Business Analytics?

Introduction Power BI is a business intelligence and data visualization tool developed by Microsoft. It allows users to connect to a variety of data sources, create interactive dashboards, and share their insights with others. Power BI provides a range of features for data modeling, analysis, and visualization, including the ability

Artificial Intelligence / Machine Learning

KNN ALGORITHM IN REAL WORLD

Introduction In the initial period When Machine Learning was introduced, there were very few ways to make the machine learn and what we wanted them to learn. There we started to get an idea of machines and what a machine can do for us, in this process, we started generating

Artificial Intelligence / Machine Learning

Natural Language Processing In Web Applications

What is Natural Language Processing (NLP) ? Natural Language Processing is one powerful application which enables a computer to interpret, understand, and respond to human language in a contextually relevant and meaningful manner. As usage of web and web applications is on a boom, integration of Natural Language Processing has become

Web Development

Props Drilling

Different File Formats - Single and Multiple Files Props Drilling can be done not in just one file but they can be used in both singular file format and multiple file formats. Here we can see examples of both one and multiple file formats which include props drilling. Single File:

Web Development

Props Drilling

What is a Prop ? A prop is a type of object in ReactJS where the value of attributes of a tag is stored. Props means properties and it has working functionalities like HTML attributes. What is Drilling ? Drilling is the process of the passing through multiple layers of components, without

Web Development

JavaScript Debugging

What is Debugging ? Debugging is the process for finding bugs, errors or problems in the code which will not allow the code to work at its full functionality and solving them to resume the proper operations of the program. When a particular software/program does not work as expected, web

Web Development

Accessing JavaScript Console

As we already know and saw in the previous article it is evident that JavaScript can be easily manipulated and interacted, using the console in Web Browser. We can here see and understand how it can be accessed and used. Accessing and using JavaScript Console (Basic Example): 1. HTML document

Web Development

JavaScript Console

What is JavaScript Console ? The JavaScript console is a debugging tool that comes pre-installed in most web browsers. It provides the ability to directly interact with JavaScript code and evaluate it in the browser. You can use the console to run JavaScript commands and expressions, save data, run debug code,

Artificial Intelligence / Machine Learning

GitHub Pro’s and Con’s

Although GitHub is loved by many developers and many developers prefer using GitHub, there are various advantages and dis-advantages to it. Here we explore through each of the several advantages and disadvantages of GitHub. Advantages of GitHub: 1. Simplifying Open-Source Contributions: Making contributions to open-source projects is made effortless through

Artificial Intelligence / Machine Learning

Starting with GitHub

GitHub is a platform that leverages the version control capabilities of Git to facilitate collaboration and enable efficient management of software projects. Here we can see how to install Git and to use various commands of Git. Installing Git: Before you use Git commands to control data in GitHub repositories,

Artificial Intelligence / Machine Learning

GitHub

What is GitHub? GitHub is a profit-making company that provides a cloud-based service for hosting Git repositories. Its platform simplifies the use of Git for version control and collaboration, catering to both experienced developers and beginners. GitHub's user-friendly interface has made it popular not only for coding projects but also

Web Development

Understanding Git

What is Git? Git, an extensively employed distributed version control system (VCS) in software development, was developed in 2005 by Linus Torvalds, the creator of the Linux operating system. By enabling the tracking of file modifications over time, Git facilitates collaborative work among numerous developers on a project. Who uses