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Data Science News
Medium
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Digital Solutions for Managing Supply Chains in Manufacturing
- Supply chain management (SCM) ensures seamless and cost-effective production processes.
- Digital tools streamline operations, reduce costs, and enhance collaboration.
- Automation, real-time tracking, and AI-powered insights optimize supply chain management.
- Digitizing supply chains is essential for competitiveness and resilience in manufacturing.
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Analyticsindiamag
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Why GenAI is India’s High-Performance, Low-Cost Game Changer
- AWS, with its resilient infrastructure, cutting-edge technology and strategic investments, is helping Indian businesses scale AI while redefining price-performance benchmarks.
- Generative AI is on the forefront of India’s tech evolution, delivering great performance without the steep price-tag.
- AWS has two operational regions in Mumbai and Hyderabad, spanning three availability zones, 33 points of presence and nine direct connect locations. This provides extensive capabilities to customers while keeping data within India.
- Resilience is crucial for mission-critical applications, especially in industries like finance and healthcare, which often demand high performance at lower costs.
- AWS's investments in custom-built chips -- Graviton, Trainium, and Inferentia -- have been a game-changer for its customers.
- Trainium delivers a 64% performance boost compared to previous offerings and Inferentia is optimised for inference, helping global clients save up to 40% on costs.
- AWS's AI-Ready Program is an initiative to upskill over 2 million individuals globally by 2025 and AWS's investment in India’s local cloud infrastructure is projected to reach $16.4bn by 2030.
- AWS empowers organisations across all industries with innovative solutions, including manufacturing and banking firms.
- AWS collaborates with over 140,000 partners worldwide, and HCLTech and Persistent Systems are leveraging AWS’s capabilities to deliver innovative solutions to their clients.
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Analyticsindiamag
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Chennai-based Mindgrove Technologies Raises $8 Million in Series A Funding
- Chennai-based Mindgrove Technologies has raised $8 million in a Series A funding round co-led by Rocketship.vc and Speciale Invest.
- The funds will be used to expand Mindgrove’s workforce, boost its in-house engineering capabilities, and accelerate the production and sales of its first chip.
- Mindgrove recently introduced Secure IoT, India’s first commercial-grade high-performance microcontroller SoC, and secured INR 15 crore under the Indian government’s Design Linked Incentive (DLI) scheme to develop Vision SoC.
- The company plans to expand its team and solidify its position in India’s semiconductor landscape.
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Medium
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Launch Your Digital eBook Store Effortlessly
- EBBuddy is a tool that allows anyone to start their online eBook store in minutes.
- EBBuddy comes preloaded with over 10,000 eBooks across popular genres, eliminating the need for sourcing products.
- Users have reported earning additional income ranging from $300 to $5,000 with EBBuddy.
- EBBuddy offers a one-time payment promotion for early adopters, providing unlimited access to all features and 30 reseller licenses.
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Medium
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274
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Boost Your Income: Earning $653 a Day with AI Tools
- The Multi-AI Model App offers the opportunity to boost income by leveraging artificial intelligence.
- It integrates over 75 AI models, including ChatGPT and DALL-E, to create fresh and engaging content.
- The app saves time and money by optimizing content creation processes and offers a user-friendly dashboard.
- The cost-effective nature of the app allows for unlimited content creation and personalization.
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VentureBeat
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Unintended consequences: U.S. election results herald reckless AI development
- The 2024 U.S. election resulted in an accelerationist victory where AI innovation is prioritized and there are fewer restrictions on development.
- Trump administration is expected to support rapid AI development with minimal regulation.
- This acceleration signals a shift in the debate between the potential risks of AI versus its rewards.
- The resolution of the intense debate over AI's future is underway, tipping in favor of those who want to accelerate development.
- The election outcome puts the accelerationist vision in a position to shape U.S. AI policy for the next several years.
- The need for informed public discourse and vigilant oversight becomes ever more paramount.
- Some states may adopt AI regulations, leading the way like California, which has already addressed AI discrimination in hiring practices, offering models for state-level governance.
- As AI development accelerates, the risk of unintended consequences increases.
- Author suggests that we need to navigate this era with informed public discourse and vigilant oversight, which will define not only technological progress but also our collective future.
- The victory for accelerationists mean that there will be less restrictions, which might lead to faster innovation, but the risk for unintended consequences remain. The author revises his p(doom) from 5% to 10%.
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Medium
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Understanding Data Preprocessing: A Critical Step in Data Science
- Data preprocessing refers to the set of techniques used to prepare raw data for analysis or model training.
- Preprocessing involves cleaning, transforming, and organizing the data to improve its quality and ensure it meets the needs of analytical methods or machine learning models.
- Data preprocessing is essential, not optional. It improves data quality, reduces noise and inconsistencies, handles missing values, and ensures consistency across the entire data pipeline.
- Skipping data preprocessing can lead to problems such as difficulty in detecting patterns, biased results, increased training time, runtime errors, and decreased trust in the model.
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Medium
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353
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How to get Real-World Financial Data
- When creating portfolio projects, industry experts recommend using real-world data to showcase additional expertise.
- Yahoo Finance is a popular website for obtaining financial data on various assets like cryptocurrencies, stocks, bonds, and currencies.
- This article demonstrates how to retrieve stock data from Yahoo Finance, focusing on Microsoft as an example.
- The data obtained from Yahoo Finance can be used for various purposes such as analyzing stock information, determining trends, and assessing ESG scores.
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Medium
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307
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When the Moon Misses the Mark: Exploring the Algorithm Behind Google’s Lunar Doodle
- The goal of the game is to match different phases of the moon to complete phase pairs and lunar cycles.
- The author noticed that the moon's moves in the game seemed suboptimal and wondered if it was based on a simple algorithm or intentional design.
- The moon missed opportunities to make strategic moves in certain instances, raising questions about its decision-making process.
- The game 'Rise of the Half Moon' Doodle blends education with engagement and the moon's behavior may be intentionally designed to keep the game accessible and enjoyable for all.
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Medium
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73
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Generating SQL queries from natural language
- This post discusses the process of generating SQL queries from natural language using a sample database called AdventureWorks2014.
- The database schema is loaded to provide structure and instructions to the language model (LLM).
- The LLM is prompted with a task to generate an SQL query based on the provided database schema and a natural language question about the database.
- The generated SQL query is obtained, cleaned, and executed to retrieve the desired information.
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Medium
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Data Mining and Their Classification
- A data mining system can be classified based on databases mined, knowledge mined, techniques utilized, and applications adapted.
- Classification based on the databases mined includes relational, transactional, object-relational, or data warehouse mining systems.
- Background knowledge, such as concept hierarchies and user beliefs, is important for guiding the knowledge discovery process and evaluating patterns found.
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Medium
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A cap is a kind of headwear,
- Caps, particularly baseball caps, are the most popular style of headwear that originated in the United States in the late 19th century.
- They were initially designed for baseball players to protect their faces from the sun and later became a global fashion trend.
- Caps also have important roles in professional and organizational contexts, such as military caps, police caps, academic caps, and chef's caps.
- In sports, being capped refers to representing one's country in a real game, such as in cricket.
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Medium
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335
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Mastering Regression Algorithms: A Comprehensive Guide
- Regression is a supervised learning technique used to predict continuous output based on input features.
- Linear regression is a widely used algorithm that establishes a relationship between dependent and independent variables.
- Optimization techniques like Gradient Descent are used to find the best-fit parameters in linear regression.
- Ridge regression and Lasso regression are regularization techniques used to improve the performance of linear regression.
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Medium
2d
101
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The Dark Side of Model Evaluation That Nobody Talks About
- The accuracy trap: Achieving high accuracy may not guarantee effective model evaluation if there is class imbalance.
- The precision-recall nightmare: A high precision but low recall model can lead to missing actual cases.
- The F1-score fallacy: Opting for a balanced F1-score may mask flaws in evaluation strategy, causing significant consequences.
- The dark side of model evaluation: Wrong metric choices in healthcare, finance, and e-commerce can result in costly mistakes and missed opportunities.
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Medium
2d
0
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Hi there, food lover!
- Prepare the dough by mixing sweetened condensed milk, peppermint extract, and confectioners sugar.
- Shape the dough into small discs and freeze for an hour.
- Melt chocolate almond bark and dip the frozen discs into it.
- Decorate with sprinkles and let the patties set until the chocolate is fully hardened.
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