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Towards Data Science

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Website Feature Engineering at Scale: PySpark, Python & Snowflake

  • The article discusses the challenge of identifying top candidates for a business proposal based on website quality scores, aiming to automate the process with machine learning pipelines.
  • It covers technical implementations like fetching HTML content in Python using Snowflake dataset or CSV, and assigning a quality score using PySpark for feature extraction and processing.
  • Legal and ethical considerations in web scraping are highlighted, emphasizing responsible practices, retention policies, and potential permissions from site owners.
  • The article provides instructions on getting started with the project, including the folder structure, Snowflake data preparation, and usage of scripts for fetching website content.
  • Advantages of using a comprehensive fetching script over a basic approach are outlined, showcasing benefits like asynchronous requests, rotating User-Agents, and efficient batching.
  • Storing raw HTML in databases like Snowflake is recommended for scalability, as large-scale scraping and feature engineering are more reliable when done in a suitable data warehouse.
  • The process of extracting features from HTML content using PySpark via Snowpark is detailed, including creating UDFs, applying feature extraction functions, and generating quality scores.
  • Country-specific configurations are utilized for defining keywords and patterns that signal good merchant sites, making the feature extraction adaptable across different regions.
  • The article concludes by emphasizing the website quality score as a key input for predictive models, showcasing its significance in ranking and recommending partners effectively for better business outcomes.
  • A GitHub repository link is provided for the implementation details and a disclaimer clarifies that the data and scripts used are examples and not from real business scenarios.

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VentureBeat

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Visa launches ‘Intelligent Commerce’ platform, letting AI agents swipe your card—safely, it says

  • Visa has launched a new platform, Visa Intelligent Commerce, allowing AI agents to make purchases on behalf of users with strict security measures.
  • AI assistants can recommend products and complete transactions through partnerships with leading AI companies like IBM, Microsoft, and others.
  • Visa addresses a gap in AI commerce by enabling AI systems to transact, not just help with product discovery.
  • Users control the AI agent transactions by setting parameters like spending limits and merchant categories while AI handles the details.
  • Visa emphasizes security with tokenized digital credentials, identity verification, and real-time transaction monitoring.
  • Consumers can delegate shopping tasks to AI agents while maintaining control over their preferences and limits.
  • Visa aims to revolutionize online shopping by enabling AI agents to find, shop, and buy based on consumer preferences with Visa Intelligent Commerce.
  • AI adoption is on the rise, and Visa's platform is seen as a critical step towards widespread AI commerce adoption.
  • Visa's approach focuses on user control, privacy, and security, potentially revolutionizing how consumers shop online.
  • Visa's initiative aims to simplify and scale transactions by integrating payment capabilities directly into existing AI platforms.

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Medium

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Unlocking the Future: AI Adoption in Africa Is Accelerating — But It Must Be Inclusive

  • AI adoption in Africa is gaining momentum, with countries like Kenya and Nigeria hosting AI startups addressing various societal challenges.
  • Governments in Africa, such as Rwanda and South Africa, are recognizing the importance of AI in their national strategies and initiatives.
  • One of the key advantages of AI in Africa is its potential to provide impactful solutions tailored to local challenges using indigenous data.
  • Despite progress, Africa faces challenges like limited infrastructure and data availability, requiring deeper collaboration and investment for sustainable AI development.

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Medium

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If you want to follow my writings on AI and emerging technologies, subscribe on www.joyceshen.com

  • AI is proving to excel in various aspects of medicine, as highlighted by Bloomberg and Nature articles.
  • Multiple AI-related advancements are being made, such as safeguarding training data, improving AI model safety testing, and debugging software, as reported by MIT, Financial Times, and TechCrunch.
  • Companies like Amazon, SigIQ.ai, Zero Industrial, and HoneyHive are securing significant financing to further develop AI technologies in different sectors.
  • Several startups, including Gallatin AI, Tracera, and Rondah AI, are utilizing AI for defense tech, ESG data automation, and receptionist solutions, raising substantial funds for their projects.

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Medium

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I Was Stuck in ML Learning Hell. These 5 Free Books Pulled Me Out.

  • Joining a machine learning community, the individual amassed numerous free resources but struggled to begin learning.
  • Feeling overwhelmed by the vast amount of resources, the individual decided to delete all except the top 5 books for focused learning.
  • The value of these 5 books depends on the individual's existing knowledge of machine learning basics.
  • This story details the personal journey of the individual, emphasizing the importance of focused learning through selected resources.

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Analyticsindiamag

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​​AI-Powered Talent: The Future is Now!

  • AI is reshaping industries, prompting employees to develop AI literacy and upskill in emerging fields like prompt engineering and data analytics to thrive in the new era.
  • Organizations must transform operating models to blend technology with workforce readiness, utilizing tools like AI, machine learning, and automation to enhance operational efficiency and customer satisfaction.
  • India leads the charge in AI hiring globally, with impressive growth and a high concentration of AI talent, positioning the country ahead in the AI race.
  • As AI adoption accelerates, there is a widening skill gap, with a significant percentage of workers interested in AI-related skills but limited access to training.
  • Accenture's initiative, Accenture LearnVantage, focuses on empowering talent for the AI economy by providing essential technology learning and training to drive business value.
  • Accenture LearnVantage offers practical, hands-on training in technology, data, and AI to help organizations reskill and upskill their workforce for the future.
  • The platform partners with technology providers and learning platforms to offer generative AI content, industry-specific tech training, and cloud certifications for clients.
  • The future belongs to those who blend data, tech, and creativity responsibly, emphasizing the need for skilled talent to leverage AI opportunities for productivity gains and human experiences.
  • Organizations must bridge the skills gap, foster a culture of continuous learning, and enable employees to lead in the AI-powered future to stay competitive.

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Analyticsindiamag

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Inside ABC Fitness’s Bold Move to Set Up its Mid-Size GCC in Hyderabad

  • Mid-sized global capability centres (GCCs) in India are becoming key players in the global delivery ecosystem, with Hyderabad emerging as a promising location for mid-market GCCs.
  • Over 480 mid-market GCCs are operational in India, employing over 2,10,000 professionals, with 35% being established in the last two years.
  • Mid-market GCCs in Hyderabad are attracted by proactive government support, state-of-the-art infrastructure, and scalability opportunities.
  • These companies are focusing on building specialized tech teams with a strong emphasis on AI/ML integration in their product strategies.
  • Hyderabad's robust infrastructure has made it an attractive destination for mid-market GCCs, offering ready-to-move-in office spaces and inclusive work environments.
  • ABC Fitness, a well-known brand in North America and Europe, has recently set up a GCC in Hyderabad, aiming to support product development and expand its customer base.
  • ABC Fitness is leveraging platforms like Trainerize, Glofox, and Ignite for product development and is focusing on AI training for its workforce.
  • The company has seen significant growth in India, with plans to expand its workforce, utilize deep AI technologies, and drive personalization in fitness.
  • ABC Fitness offers comprehensive fitness and wellness solutions globally and is known for its innovation in payments and customer onboarding.
  • By establishing its presence in India, ABC Fitness is not only aiming for global expansion but also focusing on next-gen digital and analytics capabilities.

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Medium

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Perfect — chalo main aapke liye "How Students Can Earn Money Online While Studying" pe ek Medium ke…

  • Students can earn money online while studying by leveraging opportunities in the digital world.
  • Smart ways for students to earn online income include freelancing, online tutoring, content creation on platforms like YouTube and Instagram, affiliate marketing, and selling digital products.
  • Starting with freelancing to showcase skills, tutoring to teach what you know, and engaging in content creation and affiliate marketing can help students generate income.
  • Selling notes or digital products online can also be a lucrative passive income stream for students looking to earn while studying.

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Educba

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AI tools for your niche

  • AI tools are transforming professionals' work by enhancing productivity, problem-solving, and creativity.
  • Decision paralysis is common among social media managers, content creators, and marketers due to the constant influx of new AI tools.
  • To find the right AI tools for your niche, start by identifying your specific needs and use cases.
  • Ask key questions to pinpoint your priorities, such as tasks that consume the most time, repetitive tasks to automate, and industry-specific needs.
  • Filter AI tools based on function rather than hype, focusing on solving specific problems and aligning with goals.
  • Use trusted AI tool directories like AI Database to save time and find tools categorized by functions like lead generation and customer support.
  • Check real-world use cases and reviews to verify the performance and worthiness of AI tools before committing.
  • Test tools through free trials or demos to ensure integration, workflow improvement, and full understanding of features.
  • Be adaptable and willing to switch tools as needed to stay ahead in the evolving AI landscape.
  • Choosing the right AI tools strategically can save time and lead to significant workflow improvements in various professional niches.

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Analyticsindiamag

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China Using DeepSeek to Design Warplanes: Report

  • DeepSeek AI, owned by High-Flyer in China, is being utilized for research and development of the country's advanced warplanes, as reported by the South China Morning Post.
  • The Shenyang Aircraft Design Institute is using DeepSeek to develop new technology for warplanes, assisting in analyzing and solving complex problems.
  • DeepSeek AI has gained popularity in various industries in China, with companies like BMW, Geely, Zeekr, and Dongfeng integrating it into their operations.
  • DeepSeek plans to introduce the successor model, DeepSeek R2, soon, aiming to offer improved coding and multilingual reasoning capabilities, and has committed to open-sourcing its models and tools.

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Analyticsindiamag

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Claude AI-maker Anthropic to BuyBack Employee Shares

  • AI startup Anthropic, funded by Amazon and Google, plans its first share buyback for employees, valuing shares at $61.5 billion.
  • The buyback plan aims to allow employees to liquidate equity while retaining top performers amidst a competitive hiring landscape.
  • Anthropic's valuation has surged from $15 billion in March 2024 to over $60 billion by the end of the same year, fueled by investments from Google, Amazon, and Salesforce Ventures.
  • Employee liquidity programs are becoming common in AI companies, with examples from Apple, OpenAI, and Broadcom launching similar initiatives.

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Analyticsindiamag

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Claude Mobile App is Getting a Voice Mode Along With File Support

  • Anthropic Claude's mobile app is soon to release a voice mode similar to OpenAI's voice feature, supporting push-to-talk, multiple voices, web search, and file uploads.
  • The voice mode will display search results like the desktop version, providing output in bullet points for user convenience and allowing scrolling through responses.
  • Users can talk to Claude with added images or documents as context, as the voice mode also includes support for file uploads.
  • Claude's voice mode in the mobile app offers reliable voice input handling, but requires manual tapping for interruptions; this feature aims to improve user engagement amid competition with Google Gemini.

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Analyticsindiamag

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ideaForge Receives DGCA Approval to Train Drone Pilots Across India

  • ideaForge Technology Limited has received DGCA approval to conduct Remote Pilot Certificate training across India.
  • The five-day certified training program aims to upskill drone pilots, address regulatory standards, and enhance operational safety for Indian citizens aged 18 to 65.
  • The initiative supports India's goal of becoming a global drone hub by 2030 and aims to generate employment in sectors like defence, agriculture, mining, and disaster management.
  • ideaForge has also partnered with Vantage Robotics to expand intelligence, surveillance, and reconnaissance solutions and recently helped relocate a leopard in Hyderabad using drone technology.

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Analyticsindiamag

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How This Bengaluru Startup is Making External Hiring Obsolete

  • Spire.ai aims to address the challenges companies face in upskilling their teams and managing talent costs.
  • The company's objective is to make organizations resilient in terms of skills and talent readiness for future technological innovations.
  • They offer solutions that complement existing systems and enhance efficiency without disruption.
  • Spire.ai has developed innovative products like Agent Sigma, Skills AI Copilot, and Continuum.Exchange for skill assessment and development.
  • Their technology includes a large graph model with millions of skill nodes across various industries and domains.
  • Customers like Cognizant, Tata Communications, Myntra, and Genpact have benefited from Spire.ai's services.
  • The company has reduced talent sourcing costs by 30-50% and decreased recruitment time by 20-40% for its clients.
  • Spire.ai has shifted focus towards addressing talent supply-side challenges and is set to launch new products.
  • With a team size of 100 and plans to add 75-80 more members, the company is expanding rapidly in Europe and the US markets.
  • Having secured $13 million in Series A funding and achieving profitability, Spire.ai's growth trajectory remains promising.

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Medium

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Comprehensions in python for dummies

  • Comprehensions in Python are compact, elegant ways to create new collections from existing ones.
  • Comprehensions work for lists, sets, and dictionaries making it easier to manipulate data.
  • Comprehensions can be used for tasks like squaring numbers, filtering even or odd numbers, counting frequency, extracting prime numbers, separating vowels and consonants, and more.
  • They provide a simpler and more readable alternative to traditional for loops.

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