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Data Science News
VentureBeat
1w
340
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The inference trap: How cloud providers are eating your AI margins
- AI projects transitioning to production face unexpected hurdle: cloud costs eroding margins severely.
- Cloud can offer fast and easy access for startups, but costs can surge exponentially.
- Moving inference workloads off cloud to colocation can significantly reduce infrastructure expenses.
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VentureBeat
1w
166
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From pilot to profit: The real path to scalable, ROI-positive AI
- Despite billions in AI investments, most enterprises remain stuck in pilot purgatory.
- Successful companies like Walmart and JPMorgan Chase cracked the code for scalable AI.
- Building institutional machinery and governance models are crucial for moving AI beyond pilots.
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Medium
1w
38
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6 Underrated Python Libraries That Changed How I Code
- Python's built-in logging module has met its match with loguru, offering colorful, timestamped logs with simple one-liners and no setup hassle.
- Typer simplifies building command-line tools by instantly converting functions into full-featured CLIs, making code cleaner and more usable.
- Pydantic proves invaluable in maintaining clean data models, catching potential errors and saving debugging time with its precise data handling.
- Tqdm resolves the ambiguity of script progress with elegant progress bars, adding polish to scripts and being ideal for demos and data pipelines.
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Medium
1w
25
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The Math Needed for AI/ML (Complete Roadmap)
- Understanding the math behind AI and machine learning is essential to troubleshoot model issues and improve performance.
- Core pillars for the math foundation include statistical intuition, linear algebra, and calculus.
- Studying key concepts like algorithms, vectors, matrices, and gradient descent is crucial for mastering AI math.
- Resources like 3Blue1Brown's YouTube playlists, Mathematics for Machine Learning specialization by Imperial College London, and Khan Academy can aid in learning AI math progressively.
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Medium
1w
345
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Meta’s Centralized Approach to Decision Record-Keeping
- Meta conducts up to 200,000 experiments annually, making millions of user impacts.
- This blog post introduces a centralized catalog of experiment decisions at Meta.
- Decision metadata is crucial for refining products and making informed decisions.
- Efforts to improve decision record-keeping include a refreshed interface and standardized dataset.
- The centralized dataset assists in analyzing past experiments and setting forward-looking goals.
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Medium
1w
353
3DOS vs Traditional 3D Printing Marketplaces: Why Web3 is Reshaping Manufacturing.
- 3DOS is a decentralized, Web3-native manufacturing protocol integrating blockchain, AI, and real-world applications.
- Traditional 3D Printing Marketplaces like Shapeways or Treatstock are centralized, leading to high fees, limited control, and lack of transparency for users.
- 3DOS revolutionizes manufacturing by using blockchain to eliminate middlemen, employing AI and DePIN integration for smarter supply chains, and offering easy onboarding with zkLogin.
- It introduces a tokenized economy with $3DOS tokens, providing decentralized infrastructure that empowers local creators worldwide.
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Medium
1w
221
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Sliding Window in Production: From LeetCode to Real-Time Analytics
- The sliding window technique efficiently processes ranges of elements in a sequence without unnecessary repetition.
- The evolution of the sliding window technique from a coding trick to a practical mental model for backend features is discussed.
- Real-world scenarios where sliding window logic is applied in backend systems, such as enforcing API call limits and monitoring metrics over time, are highlighted.
- Sliding window is a versatile technique applicable in both LeetCode problems and real-time analytics for tasks like rate limiting and efficient state management.
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VentureBeat
1w
34
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How Highmark Health and Google Cloud are using Gen AI to streamline medical claims and improve care: 6 key lessons
- Highmark Health and Google Cloud collaborated to deploy AI at scale across a U.S. healthcare system.
- Google Cloud's AI models and infrastructure are being used by Highmark Health to modernize systems and improve patient outcomes.
- Highmark emphasizes flexible infrastructure and successful adoption through user feedback loops for generative AI tools.
- The focus is on shifting from chat-based interactions to multi-agent systems, emphasizing task orchestration over starting with models.
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Dev
1w
140
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Using GPT for natural language querying
- Year 2023 expected to be year of AI with notable changes especially in social media.
- Using GPT for transforming natural language into structured, machine-readable forms for various applications.
- GPT capable of parsing natural language inputs into structured data schemas, providing valuable insights.
- Example uses GPT to transform a recipe into JSON graph, allowing for step-by-step instructions and visualization.
- GPT also employed for querying ElasticSearch for data visualization, UI building, and more.
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8 Likes
Medium
1w
60
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Agent To Agent Protocol — Intuitively and Exhaustively Explained
- The article delves into the 'Agent to Agent Protocol' (A2A), a communication protocol enabling LLM agents to communicate with each other.
- Speculation surrounds an AI-first internet where websites converse with natural text, with A2A being a key part of this futuristic vision.
- The article explains how A2A functions, its practical applications, and evaluates the feasibility of this AI-driven future.
- Additionally, it explores the potential synergy between A2A and MCP (model context protocol) in developing modern AI applications.
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Analyticsindiamag
1w
6.9k
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92% of Indian Employees Embrace GenAI at Work, Highest in the World
- India leads the world in generative AI adoption, with 92% of employees using the technology at work, above the global average of 72%.
- India also ranks second globally in AI agent integration, with 17% of employees reporting AI agents are being used in workflows.
- Concerns around trust and governance are growing, with employees expressing worries about decisions made without human oversight and the risk of bias.
- Successful AI adoption requires proper training, access to tools, and leadership support, with significant impacts on job satisfaction and career optimism.
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29 Likes
Medium
1w
34
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Proofpoint Uncovers UNK_SneakyStrike Account‑Takeover Campaign
- Proofpoint's Threat Research Team discovered the UNK_SneakyStrike account-takeover campaign targeting Entra ID accounts using the TeamFiltration tool.
- Over 80,000 Entra ID accounts across numerous organizations were targeted, resulting in successful account takeovers and data exfiltration.
- The attackers employed strategies like user enumeration, password spraying, and backdoor creation, taking advantage of outdated Microsoft tools and AWS infrastructure.
- Recommendations include implementing Multi-Factor Authentication, monitoring for suspicious activities, and disabling legacy authentication to prevent such attacks.
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Analyticsindiamag
1w
403
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Parliamentary Panel Highlights India’s Readiness Amid AI’s Emergence
- Key governmental ministries in India briefed a parliamentary panel on the nation's readiness and efforts in the field of artificial intelligence (AI).
- A coordination committee has been established to oversee AI development across different sectors.
- The focus of the discussion included AI's importance for defense, job creation, and overall progress.
- The panel delved into various AI strategies and government actions to address risks and challenges, including countering cyber fraud and misinformation.
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Analyticsindiamag
1w
170
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India Builds for the World with AWS at the Centre
- AWS Summit in Mumbai highlights scale and impact themes in India's space journey.
- AWS aims at large-scale, cost-effective efforts with national impact and citizen-centric technology.
- India investing in cloud skills, generative AI, and sustainability, accelerating digital transformation.
- Technical perspectives highlighted by AWS on modular infrastructure, compute, storage, AI advancements.
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10 Likes
Analyticsindiamag
1w
386
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Former ISRO Chairman Joins Skyroot Aerospace as Chief Technical Advisor
- Former ISRO Chairman Sreedhara Panicker Somanath joins Skyroot Aerospace as Chief Technical Advisor.
- Somanath will provide technical guidance for Skyroot's upcoming orbital launch of Vikram-1 in an honorary capacity.
- Skyroot expressed that Somanath's advisory role is non-exclusive, allowing him to continue his other professional commitments.
- Skyroot Aerospace has made significant strides, with the upcoming Vikram-1 launch and a recent MoU with Axiom Space for collaboration in space exploration.
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