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Data Science News
Medium
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The Mirage of “Plug-and-Play” AI
- Many enterprises face challenges with AI integration due to the complex and outdated systems they operate.
- Efficient integration of AI requires a strong API infrastructure to enable seamless communication between various systems.
- Investing in generative AI can yield significant returns, but successful implementation depends on overcoming integration hurdles.
- Prioritizing API development and integration work is crucial for maximizing the potential of AI applications and improving customer experience.
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Analyticsindiamag
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OpenAI Wants to be a ‘24/7 World-Class Doctor’ in Your Pocket
- OpenAI has introduced HealthBench, a benchmark for AI systems in healthcare to enhance patient and clinician support in health discussions.
- The benchmark covers seven areas like emergency care and global health, aiming for continuous improvement in AI capabilities.
- With input from 262 physicians, HealthBench includes 5,000 health-related conversations for testing model responses in medical conversations.
- OpenAI's models have shown progress in healthcare tasks, with newer versions like o3 outperforming predecessors in tests.
- ChatGPT has been praised for assisting users in understanding health issues and providing diagnoses, even outperforming human doctors in some cases.
- Despite AI advancements in healthcare, experts like Dr. CN Manjunath emphasize the importance of physical examination for accurate diagnosis.
- OpenAI's interest in healthcare is evident from job openings for roles like health AI research engineer, aligning with its focus on AI applications in healthcare.
- Google has also made strides in healthcare AI with projects like TxGemma and Med-Gemini, aimed at supporting therapeutic development and clinical decision-making.
- Anthropic and Google's initiatives highlight the increasing application of AI in healthcare, promising advancements in disease treatment and scientific research.
- AI holds the potential to extend human life by enhancing access to care and supporting medical research, as per insights from industry experts.
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Analyticsindiamag
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Why Claude is Losing Users
- Users of Anthropic’s Claude have been expressing growing frustration on the ClaudeAI subreddit due to persistent issues with the service.
- Users reported feeling limited by the Pro plan, leading to cancellations as free tools like Google’s Gemini Studio outperformed Claude.
- Developers extensively using Claude confirm hitting rate limits, with reports of increased limitations impacting productivity and user experience.
- While some users are hopeful for Claude's recovery citing its analytical reasoning prowess, the platform continues to face criticism and a loss in users.
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Analyticsindiamag
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US’ AI Chips To Be More Accessible to Saudi Arabia: Report
- The U.S. government is preparing to announce a deal with Saudi Arabia to provide more access to advanced semiconductors for the latter, including chips from companies like NVIDIA and AMD.
- Saudi Arabia's access to these chips is aimed at boosting its artificial intelligence ecosystem, with the launch of an AI venture supported by the $940 billion Public Investment Fund.
- There are concerns about potential access to these chips by China, leading to restrictions imposed by both the Trump administration and Biden's 'Framework for Artificial Intelligence Diffusion.'
- Plans to simplify export control rules for AI chips may be announced soon to promote American innovation and dominance in AI technology.
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Analyticsindiamag
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Infosys Partners with LTA to Bring AI-led Tennis Data Analysis
- Infosys partners with LTA for a three-year technology agreement to support the HSBC Championships at Queen’s Club, London.
- Infosys becomes the official AI and Innovation Partner for the event, focusing on using AI for player performance analysis, enhancing fan experience, and improving tournament operations.
- Infosys will utilize its AI technology, Infosys Topaz, for real-time match insights, interactive fan features, sustainability initiatives, and community engagement through digital tools.
- Infosys aims to elevate player and fan experience at the Queen’s Club tournament by leveraging Infosys Topaz, their suite of AI-first technologies.
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Medium
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Why Outliers Are a Major Headache in Data Analysis
- Outliers, known as non-robust estimators, can significantly impact data analysis by skewing averages and leading to incorrect conclusions.
- Outliers inflate variance and confidence intervals, causing models to perceive data as more variable than it actually is, resulting in flawed forecasts and testing outcomes.
- Outliers can violate model assumptions such as normality and equal variance, leading to biased parameter estimates and misleading feature importance.
- Outliers hide true patterns in data, obscuring trends, seasonality, and periodicity, making it challenging to identify meaningful insights.
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UX Design
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How Runna turned the London Marathon into a content loop
- Runna recently turned the London Marathon into a content loop, showcasing their strategies for creating shareable product moments.
- A unique recap of the 2025 London Marathon was shared by Runna, focusing on statistics such as year-on-year average finish times, gender splits, percentage of people achieving personal bests, and the most popular running shoes (Asics).
- This recap was found to be insightful and engaging by viewers, providing a fresh perspective on the event.
- Runna, acquired by Strava, demonstrated how to effectively leverage content to drive user engagement and create memorable experiences.
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Analyticsindiamag
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How Zeiss is turning its India GCC into Data Custodians
- As artificial intelligence (AI) advances, the role of data within organisations has become more strategic.
- Global Capability Centers (GCCs) are helping govern and transform data resources.
- ZEISS Group India is transitioning into a data-driven organization with a unified data landscape.
- India is recognized as a key talent pool for ZEISS to scale operations.
- Other players like Walmart Global Tech India and Citi's Global Services Center are also driving data consolidation.
- ZEISS India is building an enterprise data platform hosting 80% of global data in a cloud environment.
- ZEISS developed ZEISS GPT, a secure AI solution, ensuring data stays within the company's ecosystem.
- The company is piloting AI solutions like GPT+ and Microsoft Copilot for various use cases.
- ZEISS is investing in data culture development, training, and hiring skilled professionals.
- ZEISS is establishing a modern manufacturing facility in Devanahalli, Bengaluru, focusing on intelligent automation.
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Analyticsindiamag
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Indian-Made Drones are Watching the Line of Control from the Sky
- Private drone startups in India, such as ideaForge, Garuda Aerospace, and others, have become vital to the country's defence strategy.
- These companies are shifting focus from civilian applications to military use, responding to growing demand for advanced aerial capabilities.
- Various startups are developing cutting-edge drone technologies like swarming drones and AI-powered surveillance platforms for defence purposes.
- The surge in demand for drones from the defence sector, prompted by recent operations, has led to companies like Scandron scaling up production rapidly.
- Indian drone firms are investing heavily in R&D and obtaining certifications for defence use, striving for high indigenous capability in their products.
- The rapid militarization in India through drone deployment signals a shift in innovation, sovereignty, and supply chains in the defence industry.
- These developments are prompting a broader shift towards tactical drones with distributed capabilities in the Indian defence sector.
- Accountability concerns arise as drone technologies become more precise and potentially lethal, even though current models are not armed.
- Indian drone startups emphasize the need for sustained demand and a robust domestic supply chain to ensure long-term growth and transformation of the sector.
- With regulatory frameworks to establish and ethical considerations to navigate, India's drone startups are navigating uncharted territory in the defence industry.
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Analyticsindiamag
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Phonepe Faces UPI Outages After Disaster Recovery Drill Overloads New Data Centre
- PhonePe faced a significant UPI outage on Monday around 7:30 PM due to network capacity shortfall at the newly deployed data centre during disaster recovery drills.
- All traffic was routed through the new data centre as part of heightened cybersecurity measures, leading to infrastructure failure under high transaction volume.
- Rahul Chari, the co-founder and CTO of PhonePe, cited the escalation of conflict as the reason behind the active disaster recovery drills that caused the outage.
- Vijay Shekhar Sharma, Founder of Paytm, confirmed smooth UPI operations on the Paytm platform amidst PhonePe's outage issues.
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Hackernoon
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The 10 Weirdest, Most Brilliant Algorithms Ever Devised and What They Actually Do
- The Marching Cubes algorithm, invented in 1987, helps in extracting a polygonal mesh from a 3D discrete scalar field, enabling the creation of 3D models from medical scans.
- Wave Function Collapse algorithm, inspired by the double-slit experiment, is used to procedurally generate infinite maps for video games, providing randomness with a purpose.
- The Diffusion Model, based on thermodynamics, is used in AI to refine noise into meaningful images like DALL·E and Stable Diffusion, revolutionizing image generation.
- Simulated Annealing algorithm, inspired by metallurgy, optimizes solutions by balancing exploration and exploitation, a metaphor for learning to code.
- Sleep Sort algorithm, which uses thread sleeping times for sorting, showcases a clever yet impractical sorting approach.
- BOGO Sort humorously relies on random shuffling for sorting, with a fictional concept of Quantum BogoSort leveraging parallel universes for instant sorting.
- BOID algorithm simulates bird flocking behaviors with three simple rules, demonstrating nature-inspired decentralized coordination through minimal code.
- SHOR’s Algorithm, utilizing quantum mechanics concepts like qubits, superposition, and entanglement, aims to revolutionize integer factorization for cryptographic applications.
- Marching Cubes algorithm transforms 3D scalar fields into visual surfaces, revolutionizing medical imaging by creating 3D models from CT or MRI scans.
- Practical Byzantine Fault Tolerance algorithm ensures consensus in distributed systems, crucial for blockchain and cloud databases to maintain trustworthiness.
- Boyer-Moore string search algorithm, used in tools like grep, efficiently searches patterns by scanning text from right to left using heuristics, showcasing the power of unconventional ideas in algorithms.
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Analyticsindiamag
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Ray-Ban Meta Glasses with AI Features Now Available for Pre-order in India
- Ray-Ban Meta glasses are available for pre-order in India starting at ₹29,900, offering voice-enabled features and hands-free communication.
- The glasses integrate Meta AI, allowing users to interact via voice commands like asking questions, streaming music, taking calls, and going live on Instagram or Facebook by saying 'Hey Meta.'
- Key features include live translation support for English, French, Italian, and Spanish, along with the ability to work offline when language packs are downloaded in advance.
- The glasses come in classic Wayfarer style in two sizes and a new Skyler frame in Shiny Chalky Grey, with options for sun, clear, polarised, or Transitions® lenses, and prescription lens compatibility.
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Analyticsindiamag
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41
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15 Best Presentations On Artificial Intelligence And Machine Learning in 2025
- The SlideShare platform offers concise and informative recaps on various topics, including Artificial Intelligence and Machine Learning.
- Popular presentations focus on AI basics, chatbots, AI in law, AI's future, and more.
- Topics range from simple AI introductions to deep dives into AI applications and ethics.
- Insights into AI adoption in Asia, machine learning lessons, and design ethics for AI are also highlighted.
- The presentations cover a wide array of AI-related subjects and provide valuable information for both beginners and experts.
- Key themes include the impact of AI on different sectors, the future of work, and the integration of AI technologies.
- Overall, these presentations offer a comprehensive view of AI and Machine Learning trends in 2025.
- From historical perspectives to future considerations, the presentations touch on various aspects of AI development.
- They also address concerns like job displacement, ethical AI design, and the evolving landscape of AI technologies.
- The presentations serve as valuable resources for understanding and staying updated on the latest in AI and ML advancements.
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Analyticsindiamag
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436
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Why Developers are Quietly Quitting Golang
- Developers like Yash Batra and Ian Lance Taylor are expressing dissatisfaction with Golang, citing productivity issues and evolving programming environments.
- Batra's blog post 'I Picked Golang for My Startup—Biggest Mistake of My Life' highlights the challenges faced while using Go for startups.
- Go, once praised for simplicity and concurrency, is now being reconsidered as a prototyping language, with developers moving towards Kotlin, Rust, and Zig for more flexibility and modern features.
- Critics mention limitations of Go, including verbose error handling, issues with asynchronous programming, and difficulty in finding experienced Go developers.
- Zig offers clean syntax and blazing performance, Kotlin's rich ecosystem aids in onboarding and iteration, while Rust excels in performance and safety.
- Despite criticisms, Go still thrives in infrastructure and systems engineering, being preferred for cloud-native tools and internal tooling at large organizations.
- Go's simplicity is both a strength and a limitation, with some developers finding it more suitable for reliability rather than rapid product iteration.
- As the programming environment evolves, languages like Go must adapt to meet changing needs, as highlighted by Ian Lance Taylor's departure from Google.
- While Go remains popular in certain niches, the criticism and developer migration towards other languages indicate a shift in the programming landscape.
- The evolving preferences in the developer community suggest that languages like Kotlin, Rust, and Zig are gaining traction for their features and performance advantages.
- Despite the challenges faced by Go, it continues to have a dedicated fanbase and persists as a prominent language within specific domains.
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Medium
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13
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Displaying LaTeX-Style Formulas Using Python
- Python libraries can be used to format equations like LaTeX for clean math formatting.
- Matplotlib supports LaTeX-style math using a simplified math expression parser.
- SymPy is Python's symbolic mathematics library that allows formatting and pretty-printing formulas using ASCII, Unicode, or LaTeX.
- Manim is a math animation engine for creating professional and presentation-ready math animations.
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