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Perplexity’s Shopping Assistant is a Killer

  • California-based conversational search engine Perplexity has upgraded its platform with new shopping features.
  • Perplexity's CEO believes the search engine has market potential in India.
  • The new shopping feature, 'Buy with Pro', allows users to research and purchase products directly from select merchants.
  • Perplexity aims to offer a cleaner, user-friendly shopping experience by removing ads and spam.

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The Ethical Statistician…

  • The ethical statistician identifies who is responsible for the statistical work and reports the sources and adequacy of data.
  • Data integrity and valid results are preserved, and potential confounding variables are addressed.
  • The findings are conveyed honestly and meaningfully through tables, models, and graphics.
  • The financial sponsor, purpose, and intended use of the study results are disclosed, and appropriate disclaimers are included for non-representative data.

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Analyticsindiamag

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AI Scaling Laws Crumble Under Token Pressure

  • Microsoft’s Satya Nadella tackled the AI scaling challenge at Microsoft Ignite.
  • The scaling laws in AI are not physical laws but empirical observations.
  • Efforts in areas such as model architectures, data regimes and system architectures are needed to push innovation.
  • Microsoft is working closely with NVIDIA on scaling test-time computing for OpenAI.
  • 'Tokens per watt plus dollar' is Microsoft's new metric to reflect the efficiency of generating tokens.
  • Data centres are now viewed as a product by NVIDIA rather than just GPUs.
  • Electricity, supply chain and capital are major challenges when it comes to scaling computing.
  • OpenAI plans to partner with TSMC and Broadcom to launch its first in-house AI chip by 2026.
  • Major inference chip makers like Groq, Sambanova and Cerebras have improved performance.
  • NVIDIA is working with its suppliers to cool overheating racks.

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Analyticsindiamag

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SQL Server Now Natively Integrates into Microsoft Fabric

  • Microsoft announces the integration of SQL Server into Microsoft Fabric databases, combining operational and analytical databases into one platform.
  • This eliminates the need to shuffle data between systems, simplifying enterprise data management.
  • 70% of the Fortune 500 already adopted Microsoft Fabric, reinforcing its dominance in enterprise data management.
  • SQL Server 2025, in preview, is an enterprise AI-ready database with integrated AI capabilities and enhanced security measures.

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Dev

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Why Read/Write in Hash Maps Has O(1) Time Complexity⁉️🚀

  • Hash maps are data structures that store data in key-value pairs and are known for their efficient read and write operations.
  • The efficiency of these operations is achieved through the use of hashing and direct array access.
  • Hashing converts keys into unique integers, which are then used as indices in the internal array.
  • Collisions, which occur when different keys produce the same hash, are handled through techniques like chaining or open addressing.

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A Step-by-Step Roadmap to Becoming a Data Analyst

  • Data visualization and database management skills are crucial for becoming a data analyst.
  • Consider formal education or online courses to build your knowledge base.
  • Participate in internships or entry-level jobs to gain hands-on experience.
  • Networking, continuous learning, and tailoring your resume are important for success.

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Medium

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Fraud Detection 2.0: How data science is changing the game

  • Data science enables real-time fraud detection and adaptive learning.
  • Machine learning algorithms analyze transaction data to identify fraud.
  • Common applications of data science in fraud prevention include credit card fraud, insurance fraud, and anti-money laundering.
  • Challenges of using data science in fraud detection include data quality, false positives, and privacy regulations.

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Analyticsindiamag

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Amid the Wait for o1, OpenAI Releases New Updates

  • OpenAI has released a new update for the GPT-4o model, improving its creative writing capabilities and file handling.
  • Users have noticed that the update bypasses popular AI text detector tools and has a distinct style.
  • GPT-4o achieved the top rank on the lmarena.ai benchmark leaderboard.
  • OpenAI made the Advanced Voice Model available on desktop and is awaiting the release of o1.

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Analyticsindiamag

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AI Agents are Everywhere, But No One Knows Why

  • A report from LangChain revealed that 51% of respondents said they have already been using AI agents in production.
  • The survey also revealed that professionals in non-technical companies are willing to deploy AI agents.
  • Research and Market's report on 'AI Agents Market Analysis' projects market growth to $47.1bn in 2030.
  • LangChain’s survey revealed a notable 35% use AI agents for coding tasks.
  • Companies haven't agreed on parameters of AI agents yet creating ambiguity.
  • Stripe launched an SDK for AI agents that allowed LLMs to call functions related to payments, billing, and issuing.
  • Salesforce announced the availability of Agentforce, which enabled their customers to deploy AI agents on their platform.
  • Companies are achieving success using AI agents e.g. Freshworks resolved 45% of customer support requests and 40% of IT services.
  • Moreover, companies who have actively deployed AI agents, continue to improve accuracy and reduce operational costs.
  • Sam Mantle, CEO of Lingaro Group stressed the importance of handling the flow of data between each disconnected component in an operation.

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Medium

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TYPES OF COMPUTER

  • Smallest laptop machines like notebook size, briefcase size with less weight and unmarried use structures.
  • Mini computers are small several purpose computers, capable of supporting faster working peripherals and multiple users.
  • Minicomputers are commonly used in the field of an organization.
  • Mainframe computers (no information provided)

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Analyticsindiamag

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Can GenAI Speed Up the Legal Slow Lane?

  • While AI has the potential to streamline legal processes, the stakes are too high for errors, making many legal professionals hesitant to fully embrace AI technologies.
  • Many lawyers face challenges in modernizing legal workflows and research techniques due to traditional, outdated systems, paperwork, and research tools.
  • Though legal tech adoption is slow, AI-powered search and annotation tools such as CoCounsel and CS Disco have improved legal workflows, while natural language processing has improved accuracy across platforms like Westlaw Edge.
  • Legal tech designed for corporate legal teams and legal research tools including SCC Online, LiveLaw, and ECourts are already providing relevant case details, but legal and AI are expected to combine in the future.
  • As of now, most tech companies focusing on legal matters are concentrating on research rather than providing legal solutions.
  • While AI can enhance certain aspects of legal work, full-scale disruption remains out of reach due to the high stakes and the need for accuracy.
  • The legal industry is hesitant to embrace AI technology due to the industry's reliance on tradition and accuracy.
  • Lawyers bill by the hour, making it difficult to contribute to user-generated content models like Stack Overflow and Wikipedia, creating a challenge for start-ups.
  • Legal tech is often designed for corporate legal teams rather than law firms tackling cases in court, hampering the legal industry's adoption of AI technology.
  • Legal and AI as a combination are expected to result in the next 20-30 years, as legal research is still considered a black hole.

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Medium

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Unlocking 2024: 5 Black Friday Trends That Will Surprise Shoppers

  • Electronics dominate the Black Friday market, accounting for nearly 49% of all items purchased.
  • Clothing and accessories appeal to a wide audience, with around 82.7% of women and 70.3% of men showing interest in these products.
  • Cosmetics make up about 23% of all Black Friday sales.
  • Millennials aged 25 to 34 form a major segment of Black Friday consumers, particularly interested in electronics and anticipating discounts.

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Medium

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Reinforcement Learning in Data Science: A Case Study on Data Analytics and Visualization

  • Reinforcement learning allows algorithms to learn from their interactions with the environment to achieve a specific goal.
  • RL-based system was used to automate dashboard creation. The RL agent was tasked with testing various dashboard configurations.
  • A financial institution implemented a reinforcement learning framework to optimize SQL queries executed on their distributed data processing system.
  • RL-based system was deployed to personalize data visualizations for students and educators. The system adapted visual reports based on student and educator preferences.
  • An e-commerce platform used RL to optimize dynamic ad placements on their website. RL agent was tasked with determining the best ad type for each user.
  • A technology company integrated an RL-driven assistant into its data visualization platform. RL agent analyzed user actions and the dataset to recommend next steps for exploration.
  • A logistics company employed RL to generate real-time visualizations of supply chain analytics.
  • Reinforcement learning can be used in combination with data analytics, distributed data tools, and data visualization techniques to revolutionize various industries from autonomous systems to healthcare and finance.
  • Evaluation techniques for RL models include reward plots, learning curves, exploration-exploitation analysis, and comparison with baselines.
  • Challenges in RL include sample efficiency, exploration strategies, generalization, and reward engineering.

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Analyticsindiamag

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DeepSeek Launches R1-Lite-Preview, Outperforms OpenAI’s o1 Model

  • DeepSeek, a Chinese AI research lab, has released the DeepSeek-R1-Lite-Preview model.
  • The model performs on par with OpenAI's o1-preview on logical and mathematical reasoning benchmarks.
  • It introduces "chain-of-thought" reasoning, providing step-by-step explanations of its problem-solving process.
  • DeepSeek plans to release open-source versions of its R1 models and APIs in the future.

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Medium

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Unlock Up to 50% Off on Trafft: The Ultimate Booking Solution for Service Businesses!

  • Trafft is offering up to 50% off on their booking software for service businesses.
  • The software aims to streamline appointment management for service-oriented businesses.
  • Flexible and customizable options are available to align the booking process with each business's needs.
  • The Black Friday deal is available for a limited time and offers significant savings for businesses.

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