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Analyticsindiamag

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AI and Quantum are Going to be a Lethal Combination

  • HCL co-founder Ajai Chowdhry referred to the blend of AI and quantum computing as a 'lethal' combination.
  • Quantum computing has accelerated developments in drug discovery and cybersecurity.
  • Google is using quantum models for drug discovery and exploring protein structure spaces that classical methods cannot compute.
  • Microsoft, IBM, and other tech giants are also making advancements in the combination of AI and quantum computing.

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Fourweekmba

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Top Tech Jobs That Will Be Relevant In 2025

  • The rapid acceleration of digitalization and advancements in generative AI have amplified the demand for roles crucial to digital transformation.
  • Key jobs, such as Full Stack Developers, Cybersecurity Experts, AI/ML Developers, Cloud Developers, and Blockchain Developers, have become essential for organizations aiming to thrive in the digital era. Roles like Business Designers, Data Scientists, and Product Managers with Technical Expertise bridge technology with strategy, sustainable growth.
  • Meanwhile, UX/UI Designers, Mobile App Developers, and Edge Computing Developers focus on optimizing user experience and performance for cutting-edge AI applications.

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The Desk Swap Dilemma: Can You Crack This Classic Probability Puzzle?

  • Probability problems like the Desk Swap Dilemma are considered as a perfect arena to test abstract thinking, ability to break down complex challenges into procedural steps, and discipline to avoid intuitive yet incorrect solutions.
  • A derangement is a permutation of a set of elements in which no element appears in its original position.
  • The Desk Swap Dilemma is a problem related to derangement mathematics that involves people swapping positions with one another in such a way that no one ends up in their original position.
  • The probability of at least one person ending up at their own desk in the Desk Swap Dilemma was found to be around 63% using Probability theory and the inclusion-exclusion principle.
  • Rather than solving the probability of at least one person ending up at their own desk directly, it is easier to compute the complement of P(X=0) using Probability Theory.
  • The inclusion-exclusion principle tells us how to calculate probabilities for unions of events in terms of intersections of events.
  • A more detailed but rigorous approach is needed to find the exact expression for a finite N. However, the limit of large N is more manageable and gives a simpler solution.
  • In the desk swap dilemma, given random desk allocations, each employee has an equal probability of P(Ak)=1/N of ending up at their original desk.
  • The event where employee k ends up at their original desk depends on the previous assignments.
  • The final result for the probability of at least one person ending up at their original desk is given by 1/e where e is Euler’s number.

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Medium

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Guide to professions related to Big Data

  • Big data refers to enormous datasets gathered from various sources, such as purchases, social media, or telecommunications.
  • Careers in Big Data include Data Scientists, Data Engineers, and Data Analysts.
  • Neural networks and machine learning are essential tools for data scientists.
  • Key skills for working with Big Data include mathematics, machine learning, programming, data collection, and data visualization.

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Dev

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Cosine Similarity Search on Vectors in Postgres with pgvector

  • pgvector is a PostgreSQL extension that helps users to store and perform similarity searches on vectors.
  • Cosine Similarity is a widely used similarity measure in the realm of modern data processing.
  • pgvector supports three primary distance metrics including Euclidean distance, Inner product, and Cosine similarity.
  • To use pgvector, you must first install it in your PostgreSQL instance.
  • pgvector offers an efficient way of performing Cosine Similarity searches in PostgreSQL.
  • For applications where direction is more important than magnitude, Cosine similarity is often preferred.
  • Cosine similarity is particularly effective for text data in tasks like text classification, image retrieval, and recommendation systems.
  • This article explores how to perform Cosine Similarity searches in PostgreSQL using the pgvector extension.
  • By understanding and leveraging vector search, you can significantly improve the relevancy and precision of search results, providing a better user experience in content-heavy applications like blogs or news sites.
  • Implementing cosine similarity with pgvector in PostgreSQL offers a robust way to enhance the semantic search capabilities of your applications.

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Analyticsindiamag

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Why You Should Take Gary Marcus Seriously

  • Gary Marcus, an AI critic, said that scaling large language models (LLMs) is not the ultimate path to AGI, which is a machine capable of approaching new problems with the flexibility and resourcefulness of humans. Marcus suggested that OpenAI's solution of test-time compute wouldn't be viable in the long term; he emphasizes the importance of neuro-symbolic systems that combine the learning capabilities of deep learning with the structured, rule-based reasoning of symbolic AI. Marcus also argued that DeepMind is most likely on the correct path of AGI compared to other companies in this field.
  • Gary Marcus suggested that adding more data to solve problems worked for a while, but it never solved hallucinations and stupid errors, and now the ability to scale is running out of fresh data.
  • Marcus believed that the field of AI should focus on neuro-symbolic systems, which combine deep learning's learning capabilities with the structured, rule-based reasoning of symbolic AI.
  • Gary Marcus and Meta’s chief AI scientist Yann LeCun engaged in a conversation on Threads, debating who first predicted that LLMs wouldn’t lead to AGI. Both discussed the usefulness of LLMs and their importance in the future of AI, yet Marcus emphasized the significance of neuro-symbolic systems in AGI development.
  • Gary Marcus believes that cognitive models are the future of AI. These models can reason and understand the world differently and better than LLMs.
  • Marcus suggests that representing individuals separately from their kind is one of the necessary things for artificial intelligence. He compared the development of AI to da Vinci’s designs for a helicopter, an idea ahead of its time but not yet possible due to a lack of supporting technology.
  • Gary Marcus advised young AI researchers to not follow the trend of working exclusively on LLMs but to find their path. Large language models are not going to last forever.
  • Marcus believed that the right answer to AI won’t require high computing, just like his children, who are smarter than all the best machines on the planet, don’t require as much computation compared to the machines.

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Medium

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Unlock Huge Discounts: What to Watch for in AppSumo’s Black Friday 2024 Sale!

  • The AppSumo Black Friday sale will take place from November 18 to December 2, 2024.
  • AppSumo Plus members will enjoy an exclusive 10% off all purchases and an extra three days to grab deals.
  • The sale will offer massive discounts on top software tools and exclusive lifetime deals.
  • Thoughtly is highlighted as one of the powerful tools available during the sale, offering streamlined workflows.

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Medium

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Unlock 40% Off Carrd Pro Plans: Is This the Best Black Friday Deal?

  • Embrace the digital world with Carrd’s 40% off Black Friday sale, offering amazing discounts on all Pro plans and plugins.
  • The sale provides an opportunity to save 40% off all Carrd Pro plans and plugins, enhancing website building experience at a fraction of the usual price.
  • The Carrd Pro plans come packed with a multitude of features designed to elevate website functionality and user engagement.
  • The sale offers substantial discounts and advantages worth capitalizing on before it concludes on December 8, 2023.

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Medium

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Unlock Massive Savings: NordVPN’s 74% Off Black Friday Deal Is Here!

  • Unlock unbeatable savings this Black Friday with 74% off NordVPN and take control of your online privacy!
  • Customers can enjoy a staggering 74% discount on the 2-year plan, dropping the monthly cost to just $2.99.
  • Subscribers will receive three additional months free with their purchase.
  • The NordVPN Black Friday Code provides an outstanding opportunity for anyone looking to secure their online activities without breaking the bank.

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Medium

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How AI Will Evolve Writing Over the Next 1,000 Years: What It Means for Language, Mindsets, and…

  • AI writing tools are already changing how we create, from auto-generating essays to writing personalized messages.
  • In 1,000 years, AI could fundamentally rewiring our brains and how we process language.
  • AI could help us connect in more authentic ways, even if mediated by technology.
  • The future might bring a hybrid: a global AI language alongside preserved local languages.

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Medium

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Intro — Math with Python: Pi (π) and Pascal’s Triangle

  • The article proposes a new formula to approximate the value of π, inspired by Nilakantha’s Series.
  • The formula is simpler and more elegant than the series method and is derived from Pascal's Triangle.
  • The connection of π with Pascal's Triangle is established where a 'Reverse of the Sum' pattern is discovered.
  • Odd-numbered rows of Pascal's Triangle can be used to estimate the value of π and reach an accuracy of 15 decimal places.
  • The article uses Python code to verify the new formula and the connection between π and Pascal's Triangle.
  • A formal proof is provided for the 'Reverse of the Sum' property of the Pascal's Triangle.
  • The new formula and Nilakantha’s series are found to be mathematically equivalent, with the same convergence rate.
  • A table and chart are shared to show the convergence rate and the number of terms needed to achieve a specified level of precision.
  • The skipped rows in Pascal's Triangle correspond to the 'base' term of 3 in the formula, and to reach a precision of n decimal places, 3 + 2n rows are required.
  • The article concludes that the new formula and the connection with Pascal's Triangle provide a novel perspective on the value of π.

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Useful feature for WhatsApp chats available to users

  • WhatsApp is adding a useful feature in its beta version that simplifies the process of sharing photos.
  • Currently, users have to select and send media files one by one, opening an edit screen for each image.
  • The new feature allows users to select multiple photos and send them instantly, with the option to edit if desired.
  • Additionally, users can add captions to each photo/video separately or choose one caption for all when sending multiple media files.

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Medium

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Unlock Up to 70% Off: OpusClip’s Must-See Black Friday Deals!

  • OpusClip is offering Black Friday deals with up to 70% off on video editing plans and services, including a 50% discount on the Pro Plan.
  • OpusClip's AI-powered editing capabilities can transform videos into viral shorts and improve audience engagement.
  • The Black Friday offer includes discounts of up to 35% and 25% on select services, making it a great opportunity for all creators.
  • OpusClip stands out with its user-friendly interface, powerful features, and unbeatable pricing, making it worth considering for content creators and social media influencers.

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Medium

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Let’s Build a Shiny App from Scratch: A Mostly Useful Guide Using ‘shinymanager’

  • This article provides a guide on building a Shiny app from scratch using the 'shinymanager' package.
  • The article starts by mentioning the necessary requirements for developing the app, such as R, R Studio (or VS Code), and MySQL.
  • It then covers the file structure for organizing the project and explains the configuration file for MySQL password management.
  • The article goes on to discuss the UI file, including the inactivity function and variable assignments, and introduces the 'shinymanager' package for a secure app.

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Medium

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Apple Intelligence: How Apple Uses AI to Revolutionize User Experience

  • Apple utilizes AI extensively in its products and services to enhance user experience.
  • Siri, Apple's voice assistant, uses AI for intuitive voice commands and personalized suggestions.
  • Core ML framework enables developers to integrate machine learning models into apps, providing real-time, personalized experiences.
  • Apple incorporates AI in camera technology to optimize photos in real-time and promotes health with AI-driven features in the Health app.

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