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Medium

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Data as a Product: The Future of Data-Driven Decision Making

  • Data as a Product is a paradigm shift in how organizations think about data.
  • Data should be actively managed, curated, and packaged to meet the needs of users.
  • Treating data as a product enables better decision-making and empowers business users.
  • Product managers play a central role in overseeing the development and delivery of data products.

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SQL Injection: How to Outsmart Hackers and Keep Your Website Safe

  • SQL injection is a crafty technique used by attackers to manipulate databases.
  • It allows attackers to inject malicious SQL code into input fields and alter a website's database behavior.
  • With databases storing sensitive user data, the risks of SQL injection are significant.
  • Implementing proper security measures is crucial to prevent SQL injection attacks.

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Analyticsindiamag

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The IPO Landscape of India is The Most Active in the World

  • India's IPO market is one of the most dynamic in the world, supported by a growing startup ecosystem, government policies, and investor confidence.
  • Small and Medium Enterprise (SME) IPOs are democratizing access to capital for smaller businesses and promoting their growth.
  • The number of IPOs in India has been consistently rising, with a significant increase in 2024 and 2025, driven by the influx of startups raising significant funds.
  • India leads globally in IPO activity, accounting for a 23% share of total listings.

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Analyticsindiamag

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EXL Unveils EXLerate.AI, Open and Cloud Agnostic Agentic AI Platform for Enterprise

  • EXL has launched EXLerate.AI, an agentic AI platform for enterprises.
  • The platform aims to enhance efficiency, accuracy, and scalability in integrating generative AI.
  • EXLerate.AI supports rapid implementation across diverse enterprise environments and features over 10 industry-specific AI agents.
  • The platform allows businesses to incorporate third-party AI agents, internal AI models, and existing digital systems.

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Analyticsindiamag

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Baidu Completes Acquisition of JOYY’s YY Live Video Streaming Service for $2.1 Billion

  • Baidu has completed the acquisition of JOYY's YY Live video streaming service for $2.1 billion.
  • The acquisition closed after Baidu paid approximately $240 million, bringing the total purchase price to $2.1 billion in cash.
  • The deal was initially valued at $3.6 billion in 2020, but faced regulatory challenges.
  • Baidu aims to diversify its revenue and compete with online entertainment giants like Douyin and ByteDance.

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5 Key Lessons I Wish I Knew Before Building AI Projects

  • Data quality is crucial for building accurate AI models. Relevant and clean data are essential for optimal performance.
  • Balancing AI model accuracy and explainability is important. Transparency promotes trust, but too much transparency may raise ethical concerns.
  • Consider compute resources when training AI models. Well-optimized and smaller models can perform equally well as large ones.
  • Deployment is a challenge in real-world applications. APIs, containerization, optimization, and scaling are necessary for deploying AI models.
  • A well-designed user interface is crucial for AI applications. Frameworks like Streamlit can enhance the user experience.

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Appsilon

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Building LLM-Powered Applications with Shiny for Python: Practical Insights

  • At Appsilon, Large Language Models (LLMs) have been integrated into Shiny for Python applications, with the challenge lying in building applications that can evolve with needs.
  • Key architectural insights are shared to structure projects efficiently for future iterations, focusing on maintainability and flexibility.
  • The importance of separating LLM provider logic, enabling testing without APIs through mock classes, and having a structured project layout is highlighted.
  • Implementing LLM models using LangChain, OpenAI, or Claude APIs involves strategic decisions, with considerations for structured outputs, response formats, image attachments, and streaming responses.
  • Different ways of interacting with LLMs are compared, emphasizing the importance of achieving smooth transitions as projects evolve.
  • Real-world integration notes highlight the need for prototyping, handling structured responses, image processing challenges, and transitioning between LLM implementations.
  • Lessons learned include creating proofs of concept, designing code for adaptability, and starting projects with Tapyr template for clean separation of concerns.
  • Building LLM-powered applications is iterative, emphasizing the significance of creating small proofs of concept and designing code for adaptability.
  • The importance of good architecture in enabling applications to adapt to evolving requirements, regardless of the LLM tools used, is stressed.
  • Consider using the open-source Tapyr template when starting Shiny for Python projects with LLMs for maintaining a clean separation of concerns.
  • For assistance in building robust and scalable LLM applications with Shiny for Python, Appsilon offers support to discuss your projects.

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Analyticsindiamag

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Grant Thornton Bharat, Zoho Unite to Boost India’s Mid-Market Enterprises

  • Grant Thornton Bharat and Zoho have partnered to enhance digital capabilities for Indian mid-market enterprises.
  • The alliance combines Grant Thornton Bharat's industry expertise with Zoho's cloud-based solutions, enabling businesses to navigate their digital journeys more efficiently.
  • The partnership aims to provide businesses with expert guidance on financial management, compliance, and strategic growth.
  • Initially, the collaboration will focus on the automotive, BFSI, and education sectors, offering tailored solutions for specific business needs.

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Jobizo Raises $1.4M Pre-Series A, Aims Create 100k Jobs in India

  • Healthcare hiring platform Jobizo has raised $1.4 million in pre-Series A funding.
  • The company plans to create 100,000 jobs in India and 3,000 jobs abroad within the next 18 months.
  • Jobizo has already facilitated over 20,000 job placements and filled more than 10 million job hours.
  • The funding will be used for expansion, product enhancements, and bridging the skills gap in the global healthcare sector.

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Django 5.2 Set to Release in April of 2025 — Brings Several Enhancements and New Features

  • Django 5.2 is set to release in April of 2025 and brings several enhancements and new features.
  • Django 5.2 will support Python versions 3.10 through 3.13.
  • The release offers the flexibility to define a model with a composite primary key for more straightforward customization of form fields.
  • Community participation has been instrumental in the development process of Django 5.2.

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Analyticsindiamag

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Perplexity AI Brings Deep Research to Sonar API, OpenAI Rolls Out New Features

  • Perplexity AI has introduced Deep Research, which is now accessible via the Sonar API, allowing developers to create custom research agents.
  • Deep Research autonomously conducts in-depth research, performs multiple searches, and compiles comprehensive reports.
  • Perplexity AI will host its first developer meetup on March 17 to showcase Sonar API offerings.
  • OpenAI expands Deep Research availability to various user tiers and introduces Advanced Voice powered by GPT-4o mini to ChatGPT free users.

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Adobe Photoshop Now on iPhone, Coming Soon to Android

  • Adobe has launched Photoshop on iPhone, with an Android version coming later this year.
  • The new mobile app and expanded web experience aim to provide accessible and intuitive interfaces for new and established creators.
  • Adobe introduced a new Photoshop Mobile and Web plan for $7.99/month or $69.99/year, offering advanced editing features on mobile.
  • The free mobile app provides direct integration with creative apps and access to a vast library of free Adobe Stock assets.

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CtrlS Datacenters Launches ₹4,000 Crore Data Centre in Chennai

  • CtrlS Datacenters inaugurated a new data centre park in Chennai's Ambattur Industrial Estate.
  • The facility represents a direct investment of ₹4,000 crore and is expected to attract an indirect investment of ₹50,000 crore.
  • The Chennai data centre park features two buildings with a combined IT load capacity of 72 MW, designed to meet global standards.
  • Chennai's data centre capacity is projected to double by 2026, and CtrlS Datacenters is considering an IPO as part of its future plans.

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Neural Networks: The Foundation of Modern Artificial Intelligence

  • Neural networks are computational models mimicking human brain neurons, forming the backbone of modern AI and deep learning.
  • They consist of layers of interconnected artificial neurons processing data through weighted connections, learning from experience.
  • Neural networks operate through forward propagation and backpropagation, adjusting weights to enhance accuracy over time.
  • The network comprises input, hidden, and output layers, each with specific functions in data processing and learning.
  • Activation functions like sigmoid, ReLU, and softmax introduce non-linearity and aid in learning complex patterns.
  • Training algorithms optimize network parameters based on input data, emphasizing the importance of high-quality datasets.
  • Feedforward neural networks flow data from input to output without feedback loops, suitable for structured data tasks.
  • Convolutional neural networks excel in image processing, utilizing convolutional, pooling, and fully connected layers for pattern recognition.
  • Recurrent neural networks specialize in sequential data tasks, addressing time dependencies through recurrent connections.
  • LSTMs and GRUs improve upon standard RNNs by handling long-term dependencies more effectively.

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How CME Group Evolved from a Service Hub to a Thriving CoE in India

  • CME Group's India office in Bengaluru has transformed from a service delivery site to a center of excellence.
  • The center plays a pivotal role in cloud adoption, risk management solutions, and advanced quantitative research.
  • CME Group has a 10-year partnership with Google Cloud, focusing on cloud adoption, co-innovation, and expanded access.
  • The Bengaluru office strategically supports the Asia-Pacific region in clearing, risk management, product introductions, and customer portfolio building.

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