Sat.Aug 20, 2022 - Fri.Aug 26, 2022

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A primer on AWS Lambda Function

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction While deploying an application, developers often face challenges concerning purchasing, provisioning, and managing backend servers. AWS Lambda is a service that allows developers to run code without having to set up and manage such servers and hence is often classified under the […].

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Advancing conservation with AI-based facial recognition of turtles

DeepMind

We came across Zindi – a dedicated partner with complementary goals – who are the largest community of African data scientists and host competitions that focus on solving Africa’s most pressing problems. Our Science team’s Diversity, Equity, and Inclusion (DE&I) team worked with Zindi to identify a scientific challenge that could help advance conservation efforts and grow involvement in AI.

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How Sentiment Analysis Keeps Your Brand in Check (and How to Get Started)

Kavita Ganesan

We’ve all heard of sentiment analysis, but what exactly is it and what can it do for your brand, your business, and how can you get started with it? Table Of Contents What is Sentiment Analysis? Why is Sentiment Analysis Important in Business? How are Businesses Using Sentiment Analysis? (Real-World Examples) How to Get Started with Sentiment Analysis Keep Learning From Me: Recommeded Reading What is Sentiment Analysis?

NLP 52
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The Jupyter+git problem is now solved

fast.ai

Jupyter notebooks don’t work with git by default. With nbdev2 , the Jupyter+git problem has been totally solved. It provides a set of hooks which provide clean git diffs, solve most git conflicts automatically, and ensure that any remaining conflicts can be resolved entirely within the standard Jupyter notebook environment. To get started, follow the directions on Git-friendly Jupyter.

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How To Get Promoted In Product Management

Speaker: John Mansour

If you're looking to advance your career in product management, there are more options than just climbing the management ladder. Join our upcoming webinar to learn about highly rewarding career paths that don't involve management responsibilities. We'll cover both career tracks and provide tips on how to position yourself for success in the one that's right for you.

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Using AWS Athena and QuickSight for Data Analysis

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Ever wondered how to query and analyze raw data? Also, have you ever tried doing this with Athena and QuickSight? This blog post will walk you through the necessary steps to achieve this using Amazon services and tools. Amazon’s perfect combination of […]. The post Using AWS Athena and QuickSight for Data Analysis appeared first on Analytics Vidhya.

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Our approach to alignment research

OpenAI

We are improving our AI systems’ ability to learn from human feedback and to assist humans at evaluating AI. Our goal is to build a sufficiently aligned AI system that can help us solve all other alignment problems.

AI 52
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Travelogue: Defined.ai at ICASSP 2022 – Part 1: My Time in Singapore

Defined.ai blog

At the end of last May, the Defined.ai team participated in ICASSP 2022—or the International Conference on Acoustics, Speech, and Signal Processing—in Singapore. It was a blast, equally because it was my first time in Singapore and because it was the first in-person conference we’d been to since COVID-19 changed the world. Since it’s been so long since any of us have had the opportunity travel for an in-person event like this, I’d like to treat you, our faithful reader, to some highlights about

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Deep Learning Vision: Digitizing the World

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction The body of knowledge and practice known as Deep Learning gives us a way to understand patterns, quantify relationships, and predict the future. Deep Learning helps us understand the world. The world is interconnected. Deep learning can show these connections and possibilities. […].

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floret: lightweight, robust word vectors

Explosion

An exploration of floret vectors: lightweight vectors for noisy data, novel words, rich morphology and more.

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Navigating the Future: Generative AI, Application Analytics, and Data

Generative AI is upending the way product developers & end-users alike are interacting with data. Despite the potential of AI, many are left with questions about the future of product development: How will AI impact my business and contribute to its success? What can product managers and developers expect in the future with the widespread adoption of AI?

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Our Approach to Alignment Research

OpenAI

Our approach to aligning AGI is empirical and iterative. We are improving our AI systems’ ability to learn from human feedback and to assist humans at evaluating AI. Our goal is to build a sufficiently aligned AI system that can help us solve all other alignment problems. Introduction Our alignment research aims to make artificial general intelligence (AGI) aligned with human values and follow human intent.

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How is Web3.0 Related to the Metaverse?

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Decentralized protocols, such as blockchain, the technology behind bitcoin transactions, will be employed in the web 3.0 revolution. It aims to overcome some of the primary drawbacks and flaws of the present internet era by tackling the crucial concerns of data ownership […].

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Working with Images and Videos using OpenCV

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction As we all know, Computer Vision has gained huge popularity in Machine Learning and Artificial Intelligence. The image recognition skill allows computers to process more information than the human eye, often faster and more accurately, or simply when people are not involved in […].

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ETL and Workflow Orchestration Tools

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction In this article, we attempt to capture the complexity of ETL and workflow orchestration tools, which aid in better data management and control by providing multiple alternatives for performing various operations in discrete blocks while maintaining visibility and clear goals for each action.

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Peak Performance: Continuous Testing & Evaluation of LLM-Based Applications

Speaker: Aarushi Kansal, AI Leader & Author and Tony Karrer, Founder & CTO at Aggregage

Software leaders who are building applications based on Large Language Models (LLMs) often find it a challenge to achieve reliability. It’s no surprise given the non-deterministic nature of LLMs. To effectively create reliable LLM-based (often with RAG) applications, extensive testing and evaluation processes are crucial. This often ends up involving meticulous adjustments to prompts.

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Evolution of TPUs and GPUs in Deep Learning Applications

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction This article will briefly discuss some research papers using Graphic Processing Units and Tensor Processing Units in Deep Learning applications. What are GPUs? It stands for Graphic Processing Unit, specialized hardware that accelerates graphic rendering in various computer applications.

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What is AWS Config?

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction to AWS Config It can be easy to forget alerts in your AWS account’s health dashboard, even though you might want to check one particular alert. In particular, if you use AWS Config, the upcoming September 15, 2021, changes may stop supporting your […]. The post What is AWS Config?

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Creating Mathematical Animations in Python using Manim

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Mathematics is a core subject that helps us to solve Engineering, Scientific and Economic problems. It is used in a variety of fields and disciplines. So we can say that without mathematics, we can not do anything. and mathematics is becoming a […]. The post Creating Mathematical Animations in Python using Manim appeared first on Analytics Vidhya.

Python 271
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A Guide on Cloud Access Security Broker (CASB)

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Cloud Access Security Brokers (CASB) are security applications that help organizations manage and secure data stored in the cloud. Gartner recommends that organizations look for a “Goldilocks” CASB solution that provides the best experience for SaaS applications and cloud infrastructure.

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How to Improve Email Deliverability and Optimize Each Send

Learn how to optimize email deliverability and drive greater email ROI. What lands your email in the customer’s inbox? Understanding those factors, otherwise known as email deliverability, is critical to getting the most return on your campaign investments. But the “rules” around which factors land you in the spam folder aren’t always easy to keep up with.

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Most Asked Interview Questions on Apache Spark

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Apache Spark is an open-source unified analytics engine for large-scale data processing. Spark’s in-memory data processing capabilities make it 100 times faster than Hadoop. It has the ability to process a huge amount of data in such a short period. The most […].

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Advanced SQL for Data Science

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction The article focuses on techniques to deal with a wide range of data types; mastering these can be useful for the user. The article doesn’t focus on the basics of SQL, including standard syntax, functions, and applications but aims to expand the […]. The post Advanced SQL for Data Science appeared first on Analytics Vidhya.

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Simplifying AI Models with the PEAS Representation System

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction The capability of an artificial machine to think and act rationally or like a human can be called Artificial Intelligence. Artificial intelligence is a subset of data science that gives life to a machine. Data scientists perform predictive data analysis based on […].

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How Does Amazon SNS Work?

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Amazon Simple Notification Service (SNS) is a managed service that delivers messages from publishers to subscribers (also known as producers and consumers). Publishers communicate asynchronously by sending messages on a topic that serves as a logical access point and communication route for […].

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Understanding User Needs and Satisfying Them

Speaker: Scott Sehlhorst

We know we want to create products which our customers find to be valuable. Whether we label it as customer-centric or product-led depends on how long we've been doing product management. There are three challenges we face when doing this. The obvious challenge is figuring out what our users need; the non-obvious challenges are in creating a shared understanding of those needs and in sensing if what we're doing is meeting those needs.

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Product Quantization: Nearest Neighbor Search

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction K nearest neighbor or KNN is one of the most famous algorithms in classical AI. KNN is a great algorithm to find the nearest neighbors and thus can be used as a classifier or similarity finding algorithm. KNN is great until we […]. The post Product Quantization: Nearest Neighbor Search appeared first on Analytics Vidhya.

Algorithm 271
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Understanding the need for DBMS

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction A Database is a collection of inter-related data, and a Database Management System is a set of programs that helps users create and maintain this data. DBMS is a computer-based data record-keeping system. DBMS provides enhanced security for storing and retrieving data […].

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Google Dataproc Functionalities and Use Cases

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Let’s say you want to create some clusters as fast as possible with less money. What services will you choose? This is when Google Dataproc became the ideal tool that disables clusters when not in use and saves you money and time. […]. The post Google Dataproc Functionalities and Use Cases appeared first on Analytics Vidhya.

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20 Most Asked Interview Questions of Machine Learning

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Companies are trying to disrupt the technological and business market by introducing new and smart products and techniques in society by adopting new age-technologies like Artificial intelligence and Machine learning. Each organization is searching for well-talented and experienced people who can serve […].

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How Embedded Analytics Gets You to Market Faster with a SAAS Offering

Start-ups & SMBs launching products quickly must bundle dashboards, reports, & self-service analytics into apps. Customers expect rapid value from your product (time-to-value), data security, and access to advanced capabilities. Traditional Business Intelligence (BI) tools can provide valuable data analysis capabilities, but they have a barrier to entry that can stop small and midsize businesses from capitalizing on them.

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What is Azure Batch Service?

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Mainframes and punch cards were the first to be used for batch processing, leading to the discovery of Microsoft Azure Batch Services: Compute Management Platform. It is still used in business, engineering, science, and other fields that require a large number of […].

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Data Science’s Role in the 5 Technologies that Enable IIoT

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Data Science has been a hot topic for many years now. We can all see daily examples in our personal and professional lives of how data science is applied to the Internet of Things (IoT). However, did you know that it has also […]. The post Data Science’s Role in the 5 Technologies that Enable IIoT appeared first on Analytics Vidhya.

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10 Frequently Encountered Issues in Data Preprocessing

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Data is the new oil; however, unlike any other precious commodity, it is not scanty. On the contrary, due to the advent of digital technologies, and social media, the abundance of data is a matter of concern for data scientists. Any machine […]. The post 10 Frequently Encountered Issues in Data Preprocessing appeared first on Analytics Vidhya.