Category: Contextual Artificial Intelligence

Context Aware Computing Market to Hit $153.37 Billion by 2028

List of the Companies Profiled in the Context Aware Computing Market Are Nokia Corporation (Espoo, Finland), Infosys Limited (Karnataka, India),…

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Individual artificial intelligence: A new technology that will change our world

“Our consciousness is everything. You become what you think about.” Buddha In the few minutes that you are reading this article,…

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Contextual AI: The Next Big Trend in Content Management

The increasing use of artificial intelligence (AI) topped most lists of tech trends to watch in the content management market…

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XAI (EXplainable AI) – A Contextual Introduction

Data science is not just about solving business problems mathematically but it is also about telling a story to stakeholders. It is a joy when one can draw out the “OOHs” and “AAHs” as mental bulbs warmly glow into existence as the results of an analysis are understood. More often than not, such storytelling is not possible when one bakes algorithmic outputs into products.

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Contextual AI: The Answer To Our Mis-Managed Recruitment Processes

Applicant tracking systems (ATSs) and recruiting management systems (RMSs) are the two AI-infused approaches to modern talent management that have gaps and limits. However, while AI-based platforms are critical for innovative outlooks to talent management, their implementation is fraught with difficulty. For example, a recent study by Harvard Business School (HBS) and Accenture discovered that due to the way the tracking systems are connected, over 10 million workers are eliminated from consideration. Similarly, according to a recent Wall Street Journal article, current talent management systems are operating as intended, screening millions of resumes for keywords and phrases that match job descriptions while excluding many qualified candidates.

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Contextual AI : SAP/CAI

Contextual AI adds explainability to different stages of machine learning pipelines – data, training, and inference – thereby addressing the trust gap between such ML systems and their users. It does not refer to a specific algorithm or ML method — instead, it takes a human-centric view and approach to AI.

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The What, Where, and Why of Contextual AI

What is contextual AI?
In a sentence: contextual AI takes a human approach to processing content. It allows AI systems, like chatbots and virtual assistants, to have a real-world interpretation of language, audio, video, and images so they can behave less like traditional computers and more like humans.

It’s what helps an AI recognize when an image is upside down, whether you’re happy or frustrated by the tone of your voice, or that the right answer to the question, “where did Doc send Einstein?” is, “one minute into the future” — not, “sorry, I don’t know that one.”

This is because contextual AI is capable of analyzing the cultural, historical, and situational aspects surrounding incoming data, then using that context to determine the most meaningful outcome for the end-user.

In human to machine (H2M) conversations, this outcome can be as simple as a chatbot using your location to direct you to the nearest laptop repair shop. In human to human (H2H) conversations, it could be anything from recognizing speakers, sentiments, and buyer’s intent, to adding valuable insights to real-time sales call transcriptions.

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What Is Contextual Data and How to Collect It

At one time or another, we’ve all heard a famous quote misconstrued or taken out of context. And though Robert Frost might actually tell you to just pick any old path and not mourn “The Path Not Taken,” the paths you take toward understanding your customers and their broader contexts really do make all the difference.

According to Gartner analyst Melissa Davis:

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Context-as-a-Service (CaaS), why it is important to future intelligent buildings?

In human discourse, people often emphasize the ‘context’ or ‘contextual explanation’ to develop a better understanding over the specific conversation. In many cases, context is vital in decision-making or reacting to the actual situation. Nowadays, data is like a goldmine for researchers, service providers and technology vendors. At this juncture, data-driven models are extensively used in intelligent buildings to monitor the whole building performance along with forecasting services.

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Random Forest Algorithm for Absolute Beginners in Data Science

Random forests are a supervised Machine learning algorithm that is widely used in regression and classification problems and produces, even without hyperparameter tuning a great result most of the time. It is perhaps the most used algorithm because of its simplicity. It builds a number of decision trees on different samples and then takes the majority vote if it’s a classification problem.

I am assuming you have already read about Decision Trees, if not then no need to worry we’ll read everything from start. In this article, we’ll figure out how the Random Forest algorithm works, how to use it, and the math intuition behind this simple algorithm.

Before learning this algorithm let’s first see what are Ensemble techniques.

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Netflix recommendation system to find something great content to watch

Recommendation algorithms are at the core of the Netflix product. It provides their members with personalized suggestions to reduce the…

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Qubit the dog on the big questions in quantum computing

This week we sat down for an interview with Qubit the dog, whose human Julian Kelly is one of our lead Research…

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How Machine Learning can be used with Blockchain Technology?

Blockchain technology has been trending in recent years. This technology allows a secure way for individuals to deal directly with…

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10 Ways Business is Using Python in an Effective Way

Python is one of the most mind-blowing open-source, object-situated programming languages accessible wherever on the lookout. It regularly utilizes English…

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Support Vector Machine(SVM): A Complete guide for beginners

SVM is a powerful supervised algorithm that works best on smaller datasets but on complex ones. Support Vector Machine, abbreviated…

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Google AI Introduces FLAN, A Language Model with Instruction Fine-Tuning

Google AI recently introduced their new Natural Language Processing (NLP) model, known as Fine-tuned LAnguage Net (FLAN), which explores a…

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Python Weekly Issue 520

Welcome to issue 520 of Python Weekly. Let’s get straight to the links this week. Continue Reading

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Artificial Intelligence revolutionising Agriculture | NITI Aayog

Automation in agriculture is an emerging subject across the world. In recent time, Artificial Intelligence has been seeing a lot of…

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10 BEST QUANTUM CRYPTOGRAPHY BOOKS OF ALL TIME

Quantum cryptography is a branch of research that uses quantum mechanics principles to encrypt and transmit data, making it impossible…

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40 Helpful Python tips to Boost your speed as a Data Scientist

Introduction Because of its simplicity and ease of learning, Python has become very popular these days. It is used for various activities such as data science, machine…

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A Complete Guide To Tensorflow Recommenders (with Python code)

Developing comprehensive recommendation systems is a tedious and complicated effort for both novices and experts. It involves several steps starting with obtaining…

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11 Important Quantum Computing Industrial Revolutionizations

Quantum computing is still very much in infancy, as conventional computing pushes the boundaries of what can be done using…

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VLOOKUP implementation in Python in three simple steps

Oftentimes, in the field of data analytics, it’s the data cleaning and processing that takes the most amount of time…

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Python weekly Issue : 518

Learn how to use Python automation to perform common tasks. In this full course you will learn how to build…

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Best CES 2021 Smart Home Tech: 20 Awesome Gadgets

CES 2021 had plenty of amazing tech! I followed the announcements all week and I’m excited to share some of…

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Python Weekly – Issue 517

Welcome to issue 517 of Python Weekly. Let’s get straight to the links this week. Continue Reading …

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What artificial intelligence means for homebuyers, real estate market?

Real estate companies are increasingly using artificial intelligence in every aspect of buying, selling and home financing. Algorithms can now…

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Business Ideas -2021

107 Best Small Business Ideas of 2021 (Low Cost & Online) 82 Best Business Ideas For Newbie Entrepreneurs [2021 Edition]…

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Artificial Intelligence in Finance: Opportunities and Challenges

Artificial intelligence (AI) is not a new kid on the block anymore and the field is developing at a constantly…

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A Bird’s Eye View of Research on Attention

The scientific study of attention began in psychology, where careful behavioral experimentation can give rise to precise demonstrations of the…

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Industry vs Academia in Machine Learning

What things to consider while deciding Choosing careers in itself is difficult. Add the time commitment of 5–6 years for…

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60 engineering colleges in Karnataka to offer 4-year BSc course this year

BENGALURU: Around 60 engineering colleges may introduce a BSc Honours course in Science from this academic year. On Tuesday, the…

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PCA And It’s Underlying Mathematical Principles

In this article we will try to understand what PCA is all about, why do we need to perform PCA on…

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Dina Katabi on a “smart” home with actual intelligence

MIT professor is designing the next generation of smart wireless devices that will sit in the background, gathering and interpreting…

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World’s First Fully Electric Tractor Could Outclass All Rivals

Thanks to companies like Monarch, farm machinery is finally getting its own electric vehicle awakening. The company’s latest fully electric and…

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Sustainable transformation of agriculture with the Internet of Things

With the urgency to prevent environmental degradation, reduce waste and increase profitability, farmers around the globe are increasingly opting for…

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Contextual Advertising Strategies for Marketing Financial Services

Consumer’s banking behaviours have changed in recent years, with most generations now embracing digital banking. In fact, RFi Group research found that…

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Cross-Generational Digital Marketing Insights For 2022

Social media usage has grown considerably in every generation over time, according to Pew Research. Brands now have access to a…

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Engineers make critical advance in quantum computer design

Quantum engineers from UNSW Sydney have removed a major obstacle that has stood in the way of quantum computers becoming…

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3 Top Artificial Intelligence Stocks to Buy in August

The insurance and lending industries are centuries old and have evolved little despite their long histories. These three emerging companies…

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Python Data Science Cheat Sheet

Based on a recent Stack Overflow developer survey, more data scientists are using Python than ever. It’s become the most popular language…

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TOP RELIABLE DATASETS FOR ALL YOUR DATA SCIENCE PROJECTS

Completing data science projects is an easy way to finesse your portfolios. If you want to scale up in your career…

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Complete Tutorial on Text Preprocessing in NLP

In any data science project life cycle, cleaning and preprocessing data is the most important performance aspect. Say if you are…

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Top Digital Marketing Trends for 2021

Digital marketing is made up of a lot of moving parts. You can increase visibility and organic traffic through SEO,…

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2021 Digital Marketing Trends: The New vs the Tried and True

Organizations worldwide have had to endure a big hit because of the flare-up of COVID-19. Since then, people have changed the…

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Top 15 Digital Marketing Trends And Innovation For 2020

The new year is right around the corner and we know you have already prepared with a well-planned business growth…

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Practice questions for Machine Learning Engineer Roles

You might have come across several posts which focus only on the theoritical questions for you to prepare for a…

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Mainframes: The Missing Link To Artificial Intelligence?

Data is certainly the fuel for AI. Yet there is a source of valuable data that usually does not garner much…

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15 AI Ethics Leaders Showing The World The Way Of The Future

Forget the negative comments, the unsure colleagues, and general science fiction painted pictures of AI that you have been fed…

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Improved Detection of Elusive Polyps via Machine Learning

With the increasing ability to consistently and accurately process large amounts of data, particularly visual data, computer-aided diagnostic systems are…

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The history of Amazon’s forecasting algorithm

The story of a decade-plus long journey toward a unified forecasting model. When a customer visits Amazon, there is an…

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Create a serverless book library app with HarperDB and Gatsbyjs

Learn how to create a serverless app using HarperDB & Gatsbyjs. In this step-by-step tutorial, we will learn to create…

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Automating EDA Using DataPrep

Data Analysis helps us in identifying patterns in the dataset, analyzing correlation and association between different variables. With the help…

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The four maturity levels of ML production systems

Like many ML practitioners, I started my ML journey with Kaggle competitions. But the comfortable setup of Kaggle, where you…

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Automate Microsoft Excel and Word Using Python

Microsoft Excel and Word are without a shred of doubt the two most abundantly used software in the corporate and…

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Understanding KMeans Clustering for Data Science Beginners

Clustering is an unsupervised learning method whose job is to separate the population or data points into several groups, such that…

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5 BEST YOUTUBE CHANNELS ON MACHINE LEARNING

YouTube channels are often the go-to place every time we need to know about something or learn something new. Here…

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3 Reasons Why You Should Use Linear Regression Models Instead of Neural Networks

While there may always seem to be something new, cool, and shiny in the field of AI/ML, classic statistical methods…

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Why the context behind data is the key to enterprise intelligence in 2021

Successful businesses require an effective data strategy. While some organisations may manage, store and integrate data efficiently, most are unable to…

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Top 5 Programming Languages for Automation Testing

Automation Testing is undoubtedly flourishing in the current times by replacing the traditional Manual Testing practices within the organizations. All this…

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How Do I Know If I Have a Great Business Idea?

The following is an excerpt from Entrepreneur Press’ Start Your Own Business: The Only Startup Book You’ll Ever Need, 8th Edition….

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AI designs quantum physics experiments beyond what any human has conceived

Quantum physicist Mario Krenn remembers sitting in a café in Vienna in early 2016, poring over computer printouts, trying to…

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How to Create Unbiased Machine Learning Models

In this post we discuss the concepts of bias and fairness in the Machine Learning world, and show how ML biases often reflect existing…

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Top Machine Learning Funding and Investments in Q2 2021

From voice assistants to self-driving cars, artificial intelligence and machine learning are overtaking every aspect of the industrial sector. Machine…

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Want to Earn Rs 50 lakh a year? – Rediff.com

Cloud computing is a buzzword that has become ubiquitous and seamlessly integrated into our lives. It is the service of…

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8 Free Python Courses For Data Scientists In 2021

According to the TIOBE Index for July 2021, Python is the third most popular programming language. Between the most popular C,…

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Apps for daily needs part 1: web browsers

One of the important apps for daily needs is a web browser. That’s because surfing the internet is an activity…

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Six essential artificial intelligence capabilities leveraged by the digital giants

Digital giants dominate the cloud and ecommerce markets, and part of the reason for their dominance is artificial intelligence and…

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Top programming languages for developers: JavaScript rules, but Python overtakes Java

JavaScript is still by far the most widely used programming language among developers, and Python has cemented its spot in second place ahead…

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3 Vertical Farming Innovations That Could Revolutionize Agriculture

Cities are heavily reliant on imported food to survive. Be it from the countryside that surrounds it, or from other…

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ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ ಅಥವಾ ಯಾಂತ್ರಿಕ ಬುದ್ಧಿಮತ್ತೆ Artificial Intelligence

ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ ಅಥವಾ ಯಾಂತ್ರಿಕ ಬುದ್ಧಿಮತ್ತೆ Artificial Intelligence ಗಣಕ ವಿಜ್ಞಾನದ ಒಂದು ವಿಭಾಗ. ಪ್ರಮುಖ AI ಪಠ್ಯಪುಸ್ತಕಗಳು ಈ ಕ್ಷೇತ್ರವನ್ನು “ಬುದ್ಧಿಮತ್ತೆಯುಳ್ಳ ಯಂತ್ರಗಳ ವಿನ್ಯಾಸ ಮತ್ತು…

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How to Build a Stock Trading Bot with Python

Keep in mind that this tutorial is not about how to make billions off of your trading bot. If I…

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How Good Is Python for Blockchain Development?

With the growing interest in blockchain, the choice of technologies for creating blockchain solutions is becoming one of the main…

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The Rise of the ML Engineer

Just fifty years ago, machine learning was a new idea. Today it’s an integral part of society, helping people do…

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Why do Buddhists believe that meditation leads to enlightenment?

Sid Kemp, Spiritual practitioner learning from all religions for over 40 years. Buddhists do not believe that, alone, meditation leads to…

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Python Weekly :Issue 507

Welcome to issue 507 of Python Weekly. Let’s get straight to the links this week.One Database Transaction Too ManyA story…

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Python Weekly

Welcome to issue 506 of Python Weekly. Let’s get straight to the links this week.

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9 Types of Meditation: Which One Is Right for You?

Meditation may be an ancient tradition, but it’s still practiced in cultures all over the world to create a sense…

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Build Your First Data Quality Checking Web App in Python Using Streamlit

Quality is never an accident; it is always the result of high intention, sincere efforts, intelligent direction, and skillful execution;…

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Explained: Didi Chuxing’s Prize-Winning Real-Time 2D Object Detection Framework

Automobile firms like Waymo and Tesla are doubling down on the work on fully-self driving systems to achieve Level 5 autonomy. Chinese researchers from Didi Chuxing…

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How AI Is Bringing Intelligence to TV Screens

Artificial Intelligence (AI) has been creating quite a stir across all industries, including the Connected TV (CTV) realm. In fact,…

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Quantum Artificial Intelligence in 2021: in-Depth Guide

Quantum computing and artificial intelligence are both transformational technologies and artificial intelligence is likely to require quantum computing to achieve…

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Domino Data Lab

Bring in your favorite tools – Python, R, SAS, MATLAB, and more – let Domino do the rest.Domino’s enterprise MLOps…

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How to Create Data Products – From Data Scientist to Business Owner

A data product is an application or tool that uses data to help businesses improve their decisions and processes. Data…

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Top 10 Cryptocurrency Prices on June 17, 2021

There are over ten thousand cryptocurrencies in the market today, most with very little value and unclear potential. However, top…

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A Detailed Explanation of GAN with Implementation Using Tensorflow and Keras

Have you ever visited this website? The name of the website exactly matches what it does. Yes, you’ve heard it right! The…

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Top Datapreneurs in data science – KDnuggets

A datapreneur is an entrepreneur focused on data science. Here is a great list of datapreneurs who created Data Products,…

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Operators and Expressions:

Operator: An operator is a symbol (or a token) that specifies the operation to be performed on various types of…

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Using machine learning to predict future bitcoin prices

Is it possible to predict tomorrow’s Bitcoin price? Or if that’s too far a leap, what about the price 20…

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Python Now Supports Switch Statements — Here’s How to Get Started

Python 3.10 is still in alpha, but will bring along some new exciting features. We’ll look at one of these today…

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Python Weekly Issue 502

PyTorch builds the future of AI and machine learning at FacebookFacebook’s AI models perform trillions of inference operations every day…

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Data Science Algorithms are Important to Learn.

Being a data scientist, one should properly understand the importance of AI and machine learning (ML) algorithms. Knowing data science…

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What is Design Thinking and Why Is It So Popular?

Design Thinking is not an exclusive property of designers—all great innovators in literature, art, music, science, engineering, and business have…

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Context in Artificial Intelligence

Context is the challenge for the coming years in Artificial Intelligence. In the companion paper[8], we present the main results…

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