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Towards Data Science
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When You Just Can’t Decide on a Single Action
- Games extending to mixed strategies allow players to choose actions with given probabilities.
- Probability in games enables multiple plays and consideration of players' action likelihoods.
- Nash equilibrium determines optimal strategies by considering expected rewards.
- In the soccer game example, finding the Nash equilibrium resulted in optimal corner selection probabilities.
- Players' assumptions about opponents' actions influence their own strategies in game theory.
- Real-world scenarios like crime reporting can be analyzed using game theory concepts.
- Calculating expected rewards helps determine equilibrium in complex situations with multiple players.
- Rational behavior involves maximizing expected rewards based on others' mixed action strategies.
- As the number of witnesses to a crime increases, the likelihood of individual reporting decreases.
- Effortless and low-threshold reporting mechanisms increase the probability of crime reporting.
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Dev
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2523. Closest Prime Numbers in Range
- Given two positive integers left and right, find the two closest prime numbers within the given range.
- If multiple pairs have the same minimum difference, return the pair with the smallest starting prime.
- If there are fewer than two primes in the range, return [-1, -1].
- The algorithm uses the Sieve of Eratosthenes to efficiently generate prime numbers.
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Medium
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Top Skills for Success in an AI World 2025 & Beyond
- Gaining proficiency in essential skills is crucial in an AI-driven environment.
- Data literacy is essential for making well-informed decisions in an AI-driven future.
- Accurate data interpretation and evaluation are crucial for trustworthy AI results.
- Data literacy enables finding trends and deriving useful insights in an AI-driven landscape.
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VentureBeat
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Mayo Clinic’s secret weapon against AI hallucinations: Reverse RAG in action
- Mayo Clinic has implemented a novel technique called reverse RAG to combat AI hallucinations in healthcare data.
- By employing backwards RAG, Mayo ensures that every data point links back to its original source content, reducing data-retrieval-based hallucinations.
- This technique has enabled Mayo to utilize AI more extensively in its clinical practice.
- Mayo initially applied AI in discharge summaries, where models excelled in extraction and summarization tasks.
- By avoiding hallucinations through careful building and verification, Mayo fine-tuned the AI models.
- Backwards RAG addresses limitations of RAG, such as irrelevant data retrieval, by using the CURE algorithm to double-check data extraction.
- The CURE technique's effectiveness also extends to synthesizing new patient records, saving practitioners significant time.
- Mayo sees potential in expanding AI capabilities to reduce administrative burden and assist physicians.
- Collaborations with companies like Cerebras Systems and Microsoft aim to enhance genomic modeling and imaging analysis for improved patient care.
- Mayo envisions using AI to personalize medicine by leveraging genomics and other 'omic' areas like proteomics to tailor treatments based on individual patient profiles.
- While AI holds promise in transforming patient care, rigorous validation and testing are essential in clinical settings for successful implementation.
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Analyticsindiamag
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K’taka Budget 2025-26: ₹1,000 crore Accelerator Fund, Quantum Park and EV Cluster
- Karnataka government announced the Budget 2025-26, allocating funds for AI initiatives.
- Funds allocated for deep tech development, startup ecosystem expansion, and infrastructure improvement.
- AI-based solutions introduced for governance and education sectors.
- Monetary boost for IT and new tech, semiconductors, and electronics manufacturing.
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Analyticsindiamag
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Anthropic’s Latest Goof-Up Broke Linux Systems
- Anthropic made a mistake by suggesting a dangerous command to users while enabling the auto-update feature for the CLI.
- The command, with the prefix sudo, ended up breaking many Linux systems, including Ubuntu and Arch installations.
- The issue was noticed by a software engineer at Anthropic, who implemented a fix to redirect users to a documentation page.
- Anthropic updated the documentation and thanked the contributors for their inputs in addressing the issue.
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Analyticsindiamag
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Join the Data Streaming Revolution at Confluent’s Current Bengaluru 2025
- Confluent is hosting Current Bengaluru 2025, a data streaming event on March 19, 2025.
- The event aims to bring together experts, developers, and thought leaders to accelerate the journey of building real-time applications and optimizing data pipelines.
- Attendees can expect expert-led sessions, hands-on demos, networking opportunities, and cutting-edge use cases for AI, microservices, and large-scale analytics.
- Early bird registration is available until March 10, 2025.
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Analyticsindiamag
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Agora Launches its Conversational AI Engine for Developers
- Agora, a platform for real-time engagement APIs, has launched its conversational AI engine for developers.
- The conversational AI engine is designed to provide ultra-low latency responses and superior voice processing, resulting in a seamless AI voice experience.
- Developers can use any AI model and any text-to-speech (TTS) voice solution for their AI agent.
- Agora's solution aims to remove barriers and unlock new possibilities for businesses and end users in voice-driven experiences.
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Analyticsindiamag
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ChatGPT Hits 400 Million Weekly Users as AI Adoption Increases, a16z Reports
- OpenAI’s ChatGPT has doubled its weekly active users in less than six months, reaching 400 million in February 2025.
- The growth initially plateaued but surged after new features were introduced, including GPT-4o’s multimodal capabilities, Advanced Voice Mode, and the o1 model series.
- ChatGPT's mobile usage has also steadily increased, with 175 million weekly active users accessing it on mobile.
- While competition is intensifying, ChatGPT remains ahead, and niche AI tools in industries like photo editing and language learning generate higher revenue per user.
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Analyticsindiamag
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Google Co-Founder Larry Page’s Startup Dyanatomics to Bring AI to Manufacturing
- Google co-founder Larry Page is building a new startup called Dynatomics, focused on integrating artificial intelligence in product manufacturing.
- Dynatomics aims to create highly optimized designs for products and get them manufactured in factories.
- The use of AI in manufacturing offers potential for optimizing efficiency, improving quality, and reducing downtime.
- Other companies like Sandvik, Tata Consultancy Services, and Y-Combinator startups are also exploring AI's applications in the manufacturing sector.
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Analyticsindiamag
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OpenAI’s Coding Provider Turing Raises $111 Million at $2.2 Billion Valuation
- Turing, an AI coding provider, has raised $111 million in a Series E funding round, valuing the company at $2.2 billion.
- The funding will support Turing's work in AGI infrastructure, AI model development, and enterprise AI applications.
- The funding round was led by Malaysia's sovereign wealth fund, Khazanah Nasional Berhad.
- Turing's technology includes an AI-driven talent platform, ALAN for model evaluation, and compute and data support for AGI models.
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Analyticsindiamag
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Telecoms Get a ‘Brain’ Upgrade with AI and Cloud
- Telecom industry players, like Reliance Jio and Bharti Airtel, are utilizing AI and cloud technologies to improve service delivery and network optimization.
- Reliance Jio has developed its own AI platform, Jio Brain, to optimize network operations and enhance customer experience.
- Deutsche Telekom has explored generative AI in chatbots and coding assistants, while other telecom companies primarily use traditional AI for network performance monitoring.
- Major telecom companies are adopting a hybrid cloud approach, combining on-premises infrastructure, private cloud, public cloud, and edge computing, to achieve scalability, faster deployment, and better insights.
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Medium
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How To Lead One-on-ones As An Introverted Engineering Manager
- One-on-one meetings are crucial for engineering managers to gather important information and build trust with their team members.
- These private meetings provide a safe space for engineers to express themselves and for managers to offer support.
- Consistent one-on-ones help in developing deeper connections, fostering trust, and preventing potential issues within the team.
- Building relationships through shared experiences and common interests can help introverted managers break the ice and connect with their team.
- Effective one-on-one meetings require preparation, active listening, and a balance between directing the conversation and allowing space for the team member.
- Improving communication skills, focusing on the meeting agenda, and regularly conducting these sessions are key aspects of successful one-on-one meetings.
- Prioritizing one-on-ones and dedicating time to enhancing communication abilities are crucial for engineering managers to effectively lead their teams.
- Employing strategies like preparing in advance, active listening, and building rapport can help introverted managers navigate one-on-one meetings more effectively.
- Consistent engagement in one-on-one meetings contributes to team productivity, trust-building, and maintaining a healthy working relationship.
- In conclusion, dedicating effort to mastering the art of one-on-one meetings can lead to improved team dynamics and overall managerial success.
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Medium
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The Future of AI Search: Choosing the Right Vector Database for Your Use Case
- Choosing the right vector database is crucial for powering AI applications with fast and intelligent retrieval of complex data.
- There are different types of vector databases, each with their strengths and use cases:
- 1. Knowledge Graphs: Best suited for relationship-driven queries and graph-based AI applications like recommendation systems and fraud analysis.
- 2. High-Dimensional Vector Search: Ideal for searching unstructured data like text, images, audio, and video embeddings, such as AI-powered search engines and real-time recommendation systems.
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Analyticsindiamag
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bp’s Digital Core Discovery Event Returns to Pune to Showcase Tech-Driven Energy Transformation
- British petroleum company, bp, is set to host an exclusive event titled "Energy Meets Innovation" — bp’s digital core discovery event on March 28, at the JW Marriott Hotel in Pune.
- The event will showcase how digital technologies, AI, and cloud computing are redefining the energy sector and driving growth, efficiency, and sustainability.
- Industry leaders and technology experts will gather to discuss how digital innovation is shaping the future of energy, benefiting both India and the global community.
- The event will feature discussions from bp leaders and technology partners, including Microsoft, AWS, and Salesforce, focusing on digital transformation, energy security, and sustainability.
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