Sat.Jan 01, 2022 - Fri.Jan 07, 2022

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Diabetes Prediction Using Machine Learning

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Overview In this article, we will be predicting that whether the patient has diabetes or not on the basis of the features we will provide to our machine learning model, and for that, we will be using the famous Pima Indians Diabetes Database. Image […]. The post Diabetes Prediction Using Machine Learning appeared first on Analytics Vidhya.

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The Illustrated Retrieval Transformer

Jay Alammar

Discussion: Discussion Thread for comments, corrections, or any feedback. Translations: Korean , Russian Summary : The latest batch of language models can be much smaller yet achieve GPT-3 like performance by being able to query a database or search the web for information. A key indication is that building larger and larger models is not the only way to improve performance.

BERT 98
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2021 in Review: What Just Happened in the World of Artificial Intelligence?

Applied Data Science

Infectious research ideas, game-changing applications and four awkward moments… Sipping a warm cup of tea and zoning out to candy-coated thoughts? Hiding your 2021 resolution list under a glass of champagne? Trying to make a summary of what happened in the world of AI out of a long and vague chain of events? You’re not alone! To write this post we shook the internet upside down for industry news and research breakthroughs and settled on the following 5 themes, to wrap up 2021 in a neat bow: ?

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TOP 10 GitHub Repositories for Data Science

Analytics Vidhya

Introduction Data science is a collaborative scientific field of computing that has grown many folds in recent years and has become the powerhouse behind the business decisions made by organizations in today’s time, be it the FAANG’s or early-stage startups. As the field has grown, so have the number of individuals pursuing this domain and […].

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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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Building Language Models in NLP

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction A language model in NLP is a probabilistic statistical model that determines the probability of a given sequence of words occurring in a sentence based on the previous words. It helps to predict which word is more likely to appear next in the […]. The post Building Language Models in NLP appeared first on Analytics Vidhya.

NLP 395

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Google Cloud Platform with ML Pipeline: A Step-to-Step Guide

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Table of Contents Introduction Machine Learning Pipeline Data Preprocessing Flow of pipeline 1. Creating the Project in Google Cloud 2. Loading data into Cloud Storage 3. Loading Data Into Big Query Training the model Evaluating the Model Testing the model Summary Shutting down the […].

ML 376
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Machine Learning Algorithms

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Table of Contents 1. Introduction 2. Types of Machine Learning Algorithms 3. Simple Linear Regression 4. Multilinear Regression 5. Logistic Regression 6. Decision Tree 7. SVM 8. KNN 9. K Means Clustering Introduction We all know how Artificial Intelligence is leading nowadays. Machine Learning […].

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Global AI Leader Fractal Becomes Unicorn with US$ 360 Million Investment from TPG

Analytics Vidhya

Fractal, a global provider of artificial intelligence and advanced analytics solutions to Fortune 500® companies, today announced a huge US$ 360 million (~ INR 2700 crores) investment from TPG, a leading global alternative asset firm. The transaction is expected to close by the first quarter of 2022. What should you know about Fractal? Founded […].

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RFM and CLTV to Know Your Customers Better

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Source: […]. The post RFM and CLTV to Know Your Customers Better 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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All You Need to Know about Recommendation Systems

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. This article will support data scientists in furthering their studies on recommendation systems so that they can develop applications for professional use. We introduce the content-based filtering, for the recommendation system, using this filtering, we learn here how to use this system and […].

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HIVE: INTERNAL AND EXTERNAL TABLES

Analytics Vidhya

INTRODUCTION Hive is one of the most popular data warehouse systems in the industry for data storage, and to store this data Hive uses tables. Tables in the hive are analogous to tables in a relational database management system. Each table belongs to a directory in HDFS. By default, it is /user/hive/warehouse directory. For instance, […]. The post HIVE: INTERNAL AND EXTERNAL TABLES appeared first on Analytics Vidhya.

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Tutorial on RNN | LSTM |GRU with Implementation

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. In this article, we will learn RNN, LSTM, Bidirectional LSTM and GRU in detail with the implementation of movie sentiment classification. […]. The post Tutorial on RNN | LSTM |GRU with Implementation appeared first on Analytics Vidhya.

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Build a Trustworthy Model with Explainable AI

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Ref: [link] AI-based systems are disrupting almost every industry and helping us to make crucial decisions that are impacting millions of lives. Hence it is extremely important to understand how these decisions are made by the AI system. AI researchers, professionals must be able […].

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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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HuggingFace Transformer Model Using Amazon Sagemaker

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Objective To learn how to use Amazon Sagemaker to Train and Deploy a Hugging Face Transformer Model. Prerequisites Basic Knowledge of AWS cloud and Hugging Face Transformers. Introduction Hugging Face is the most popular Open Source company providing state-of-the-art NLP technology.

NLP 347
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Writing Test Cases for Machine Learning systems

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Testing forms an integral part of any software development project. Testing helps in ensuring that the final product is by and large, free of defects and it meets the desired requirements. Proper testing in the development phase helps in identifying the critical errors […].

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Classification of Tweets using SpaCy

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. COVID-19 has affected the lives of many through losing beloved ones, being laid-off from jobs, and social distancing from the world. However, during the digital era, people did not stop sharing their thoughts, comments, or feelings with the world — they did it through […]. The post Classification of Tweets using SpaCy appeared first on Analytics Vidhya.

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Complete Guide to Anomaly Detection with AutoEncoders using Tensorflow

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Data Preprocessing: Data preparation is critical in machine learning use cases. Data Compression is a big topic used in computer vision, computer networks, and many more. Data compression represents our input into a more miniature representation that we recreate to quality. This is a more […].

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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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Knowledge Distillation: Theory and End to End Case Study

Analytics Vidhya

This article was published as a part of the Data Science Blogathon This article contains Knowledge Distillation Theory and Code Walk-Through for its implementation on a business problem to classify x-ray images for pneumonia detection. Image Source: Alpha Coders What is Knowledge Distillation? Knowledge Distillation aims to transfer knowledge from a large deep learning model to a small […].

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COVID-19 Safety Protocol Tracker Using Deep Learning

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. INTRODUCTION Fig 1 – Source: Canva The ongoing Coronavirus disease (COVID-19) outbreak has driven health to the top of the priority in our lives, bringing the entire world to a halt. Since its inception, our way of life has drastically changed. Life is slowly […]. The post COVID-19 Safety Protocol Tracker Using Deep Learning appeared first on Analytics Vidhya.

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Four of the easiest and most effective methods to Extract Keywords from a Single Text using Python

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Objectives: In this tutorial, I will introduce you to four methods to extract keywords/keyphrases from a single text, which are Rake, Yake, Keybert, and Textrank. We will briefly overview each scenario and then apply it to extract the keywords using an attached […].

Python 303
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From Word Embedding to Documents Embedding without any Training

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Pre-requisite: Basic understanding of Python, machine learning, scikit learn python, Classification Objectives: In this tutorial, we will build a method for embedding text documents, called Bag of concepts, and then we will use the resulting representations (embedding) to classify these documents.

Python 302
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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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Multiple Time Series Model Using Apache Spark and Facebook Prophet

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Let’s say you are a large retailer like Walmart, D-Mart, and you may deal with thousands and thousands of products and each product will have a different sale cycle. For example, woollen clothes will have more sales in winter, and swimming gears more […]. The post Multiple Time Series Model Using Apache Spark and Facebook Prophet appeared first on Analytics Vidhya.

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ETL Pipeline using Shell Scripting | Data Pipeline

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction ETL pipelines can be built from bash scripts. You will learn about how shell scripting can implement an ETL pipeline, and how ETL scripts or tasks can be scheduled using shell scripting. What is shell scripting? For Unix-like operating systems, a shell is a […]. The post ETL Pipeline using Shell Scripting | Data Pipeline appeared first on Analytics Vidhya.

ETL 299
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Hugging Face Transformers Pipeline Functions | Advanced NLP

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Objective This blog post will learn how to use the Hugging face transformers functions to perform prolonged Natural Language Processing tasks. Prerequisites Knowledge of Deep Learning and Natural Language Processing (NLP) Introduction Transformers was introduced in the paper Attention is all you need; it is […].

NLP 301
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Moments – A Must Known Statistical Concept for Data Science

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Statistical Moments plays a crucial role while we specify our probability distribution to work with since, with the help of moments, we can describe the properties of statistical distribution. Therefore, they are helpful to describe the distribution. In Statistical Estimation and Testing of Hypothesis, […].

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Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

When developing a Gen AI application, one of the most significant challenges is improving accuracy. This can be especially difficult when working with a large data corpus, and as the complexity of the task increases. The number of use cases/corner cases that the system is expected to handle essentially explodes. 💥 Anindo Banerjea is here to showcase his significant experience building AI/ML SaaS applications as he walks us through the current problems his company, Civio, is solving.

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YARN – Yet Another Resource Negotiator

Analytics Vidhya

In today’s world, data is being generated at an ever-growing pace, leading to a boom in demand for Big Data tools such as Hadoop, Pig, Spark, Hive, and many more. The tool that stands out the most is Apache Hadoop, and one of its core components is YARN. Apache Hadoop YARN, or as it is […]. The post YARN – Yet Another Resource Negotiator appeared first on Analytics Vidhya.

Big Data 296
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10 Best Data Science Websites to Find Datasets for your Next DS Project

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Are you a Data Science enthusiast or already a Data Scientist who is trying to make his or her portfolio strong by adding a good amount of hands-on projects to your resume? But have no clue where to get the datasets from so […]. The post 10 Best Data Science Websites to Find Datasets for your Next DS Project appeared first on Analytics Vidhya.