Sat.Apr 30, 2022 - Fri.May 06, 2022

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Handling Missing Values with Random Forest

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction to Random Forest Missing values have always been a concern for any statistical analysis. They significantly reduce the study’s statistical powers, which may lead to faulty conclusions. Most of the algorithms used in statistical modellings such as Linear regression, Logistic Regression, […].

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Rethinking Human-in-the-Loop for Artificial Augmented Intelligence

BAIR

Figure 1: In real-world applications, we think there exist a human-machine loop where humans and machines are mutually augmenting each other. We call it Artificial Augmented Intelligence. How do we build and evaluate an AI system for real-world applications? In most AI research, the evaluation of AI methods involves a training-validation-testing process.

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Taking Their Time Series Talents to South Beach: How McLaren Is Gaining an Edge with Accurate Weather Data

DataRobot Blog

If you’ve ever driven through Texas or Florida during a rare Southern snowstorm, a few things quickly become cartoonishly obvious—your tyres matter, your driving matters, and your ability to navigate changing weather conditions really matters. As the Formula 1 Miami Grand Prix culminates on May 8, 2022, it’s not likely to be snowing. The forecast calls for sunny skies and temperatures between 68?

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Active offline policy selection

DeepMind

To make RL more applicable to real-world applications like robotics, we propose using an intelligent evaluation procedure to select the policy for deployment, called active offline policy selection (A-OPS). In A-OPS, we make use of the prerecorded dataset and allow limited interactions with the real environment to boost the selection quality.

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Usage-Based Monetization Musts: A Roadmap for Sustainable Revenue Growth

Speaker: David Warren and Kevin O’Neill Stoll

Transitioning to a usage-based business model offers powerful growth opportunities but comes with unique challenges. How do you validate strategies, reduce risks, and ensure alignment with customer value? Join us for a deep dive into designing effective pilots that test the waters and drive success in usage-based revenue. Discover how to develop a pilot that captures real customer feedback, aligns internal teams with usage metrics, and rethinks sales incentives to prioritize lasting customer eng

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Introduction to Image Segmentation

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on Image Segmentation Suppose we have this image and the question that we are trying to solve is, what is the object present in this image. The object of importance here is the dog. Now, this looks like a simple enough problem, […]. The post Introduction to Image Segmentation appeared first on Analytics Vidhya.

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Know About Ensemble Methods in Machine Learning

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction The variance is the difference between the model and the ground truth value, whereas the error is the outcome of sensitivity to tiny perturbations in the training set. Excessive bias might cause an algorithm to miss unique relationships between the intended outputs and the […].

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Getting Started with Azure Synapse Analytics

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Azure Synapse Analytics is a cloud-based service that combines the capabilities of enterprise data warehousing, big data, data integration, data visualization and dashboarding. Azure Synapse empowers numerous organizations in decision-making with the help of prescriptive and predictive analytics capabilities using its integration […].

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Approaching Classification With Neural Networks

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on Classification Classification is one of the basic tasks that a machine can be trained to perform. This can include classifying whether it will rain or not today using the weather data, determining the expression of the person based on the facial […]. The post Approaching Classification With Neural Networks appeared first on Analytics Vidhya.

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The Ultimate Guide to Working With Mongo DB Using Python

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on Mongo DB In the first part of this article, we will try to understand Mongo DB architecture along with how the Mongo DB database can be used for Data Science. We will first try to understand how is Mongo DB different […]. The post The Ultimate Guide to Working With Mongo DB Using Python appeared first on Analytics Vidhya.

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15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?

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Car Sales Demand Forecasting Using Pycaret

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction In this article, we will try to predict the car sales demand given the train and test data. This problem was introduced as a JOBATHON competition on the Analytics Vidhya platform which ran from 22 April 2022 to 24 April 2022. The data that we […]. The post Car Sales Demand Forecasting Using Pycaret appeared first on Analytics Vidhya.

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Understanding Key Concepts on Data Warehouses

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on Data Warehouses During one of the technical webinars, it was highlighted where the transactional database was rendered no-operational bringing day to day operations to a standstill. The cause of the crash was attributed to the use of large-scale queries on the […].

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The DataHour Synopsis: Learning Path to Master Data Engineering in 2022

Analytics Vidhya

Data is the new oil of the industry. The way raw oil empowers the industrial economy, data is empowering the information economy. […]. The post The DataHour Synopsis: Learning Path to Master Data Engineering in 2022 appeared first on Analytics Vidhya.

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Apache Oozie: Scheduler System to Manage & Perform Hadoop Jobs

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on Apache Oozie Apache Oozie is a tool that allows us to run any application or job in any sequence within Hadoop’s distributed environment. We may schedule the job to run at a specified time with Oozie. What is Apache Oozie? Apache […]. The post Apache Oozie: Scheduler System to Manage & Perform Hadoop Jobs appeared first on Analytics Vidhya.

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From Diagnosis to Delivery: How AI is Revolutionizing the Patient Experience

Speaker: Simran Kaur, Founder & CEO at Tattva Health Inc.

The healthcare landscape is being revolutionized by AI and cutting-edge digital technologies, reshaping how patients receive care and interact with providers. In this webinar led by Simran Kaur, we will explore how AI-driven solutions are enhancing patient communication, improving care quality, and empowering preventive and predictive medicine. You'll also learn how AI is streamlining healthcare processes, helping providers offer more efficient, personalized care and enabling faster, data-driven

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Understand Text Mining Using No Code Tool Orange

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Text Mining is also known as Text Data Mining or Text Analytics or is an artificial intelligence (AI) technology that uses natural language processing (NLP) to extract essential data from standard language text. It is a process to transform the unstructured data (text […].

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An End-to-end Guide on ML Pipeline Using Apache Spark in Python

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction In this article, we will build a machine learning pipeline using spark. We will create a Car price predictor using apache spark. When we want to implement a machine learning model that works on distributed data systems, the spark is the best method […]. The post An End-to-end Guide on ML Pipeline Using Apache Spark in Python appeared first on Analytics Vidhya.

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Data Science as a Tool in Biopharmaceutical Industry

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction In the current scenario of the pandemic COVID-19 situation, biopharmaceuticals is an emerging and demanding field of life science, and data science is equally another popular discipline. Abundant literature is available on data science and biopharmaceutical industries with their achievements for public health […].

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5 Python Libraries for Time-Series Analysis

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on Time-Series A Time-Series is a sequence of data points collected at different timestamps. These are essentially successive measurements collected from the same data source at the same time interval. Further, we can use these chronologically gathered readings to monitor trends and […].

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Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce, Deepak Vittal, and Terrence Sheflin

As we look ahead to 2025, business intelligence and data analytics are set to play pivotal roles in shaping success. Organizations are already starting to face a host of transformative trends as the year comes to a close, including the integration of AI in data analytics, an increased emphasis on real-time data insights, and the growing importance of user experience in BI solutions.

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A Beginners’ Guide to Apache Hadoop’s HDFS

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction With a huge increment in data velocity, value, and veracity, the volume of data is growing exponentially with time. This outgrows the storage limit and enhances the demand for storing the data across a network of machines. A unique filesystem is required to […]. The post A Beginners’ Guide to Apache Hadoop’s HDFS appeared first on Analytics Vidhya.

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Host Dynamic Website Using AWS EC2 Instance

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction on EC2 In this article, we will learn how to host a dynamic website using an EC2 instance. Many will create a dynamic website and will confuse about where to host it and how to host it. In this article, I will help […]. The post Host Dynamic Website Using AWS EC2 Instance appeared first on Analytics Vidhya.

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Workings of Hadoop Distributed File System (HDFS)

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction This article will discuss the Hadoop Distributed File System, its features, components, functions, and benefits. This article also describes the working and real-time applications. Hadoop is a powerful platform for supporting an enormous variety of data applications. Both structured and complex data can […].

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Free Access to Fundamentals of Microsoft Azure Course

Analytics Vidhya

Dear Readers, We are happy to announce that we are giving free access to all our readers of a course that’s so much in demand. Fundamentals of Microsoft Azure Introduction to Fundamentals of Microsoft Azure As we know, analyzing data is the need of the hour that businesses are looking for. Through data, companies can […]. The post Free Access to Fundamentals of Microsoft Azure Course appeared first on Analytics Vidhya.

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The Tumultuous IT Landscape Is Making Hiring More Difficult

After a year of sporadic hiring and uncertain investment areas, tech leaders are scrambling to figure out what’s next. This whitepaper reveals how tech leaders are hiring and investing for the future. Download today to learn more!

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Active offline policy selection

DeepMind

To make RL more applicable to real-world applications like robotics, we propose using an intelligent evaluation procedure to select the policy for deployment, called active offline policy selection (A-OPS). In A-OPS, we make use of the prerecorded dataset and allow limited interactions with the real environment to boost the selection quality.

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DataRobot has Partnered with Labelbox to Bring Best-In-Class Unstructured Data Labeling Capabilities to our AI Cloud Platform

DataRobot Blog

Thanks to DataRobot , leveraging vast amounts of data to generate AI-powered business insights and outcomes is no longer the stuff of science fiction – by pairing our AI Cloud platform with your enterprise data stack, it’s now possible for business stakeholders to make decisions based on the outputs of AutoML and AutoTS , all while models are centrally monitored and governed using MLOps.

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