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Medium
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CART (Classification and Regression Trees)
- The structure of a simple decision tree can be explained as follows
- In a CART structure, the variable at the top of the tree is the most important independent variable
- Decision trees can also be visualized on a two-dimensional axis
- For regression problems, the CART algorithm optimizes splits to minimize the Cost Function
- Hyperparameters in CART (Classification and Regression Trees) significantly impact the model’s performance
- Max_depth, min_samples_split, min_samples_leaf, max_features, criterion, and random_state are some of the hyperparameters of CART
- Hyperparameter optimization can be performed using tools like GridSearchCV
- CART (Classification and Regression Trees) systematically splits datasets into subgroups
- This process is valuable in data analysis and modeling as it provides clarity and predictability
- The success of CART lies in its cost function, which minimizes prediction errors by determining the correct split points
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Dynamicbusiness
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Mixus: Collaborative AI chat platform
- Mixus is a collaborative AI chat platform that combines artificial intelligence with human intelligence.
- Users can chat with AI models, invite others into conversations, and enhance collaboration, brainstorming, problem-solving, and knowledge sharing.
- The platform offers features such as group AI chats, expert recommendations, smart collaboration, and is trusted by Stanford University.
- Mixus has a Free plan and a Premium plan with additional features, priced at $20 per month.
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Medium
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Why Foundational Reasoning Models Like O3 Need Customization to Drive Business KPIs
- Customization is essential for turning foundational reasoning models into transformative business tools.
- Customization begins with training the model on proprietary data and matching its capabilities to unique business KPIs.
- Incorporating domain expertise helps deliver more precise and actionable insights.
- Customized models enable firms to use AI for strategic decision-making.
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Medium
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From Blank Canvas to Finished Product: How LLMs Transform Software Development — and the Golden…
- LLMs transform software development by automating routine work and fast prototyping through automated project structure, documentation, logging, and test skeletons.
- The AI-generated boilerplate code can be created for REST APIs, database integrations, or CLI tools, and the system progresses from the first pull request to deployment.
- To ensure quality automation, guidelines such as the use of user stories or acceptance criteria, and maintaining an architecture that is already defined by base templates for Clean Architecture or hexagonal structures must be followed.
- The bedrock of TDD (test-driven development) is essential to provide a safety net that evaluates the amount of generated code, further leading to secure and efficient implementation solutions.
- Manual code reviews, security scans, and linters also play a part within the LLM system to provide feedback and maintain a human touch which allows the identification of potential mistakes and provides clearer visibility for each project.
- Maintaining a good documentation system and logging interface is critical for project transparency and maintaining knowledge for future projects.
- Automated continuous learning and feedback must also be implemented to ensure better outcomes and refined solutions for subsequent projects.
- Following well-defined phases and structures with LLMs means less time setting up groundworks and more time focusing on the creative and problem-solving components of your application.
- Overall LLMs provide the potential for streamlined processes, faster iterations, and better-defined outcomes, all whilst remaining under your control as the architect behind the vision.
- Use LLMs in software development to build better, faster, and smarter. Happy developing!
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Siliconangle
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Report: OpenAI has considered developing a humanoid robot
- OpenAI has considered developing a humanoid robot.
- Details about the potential project are scarce, including its timeline and use cases.
- OpenAI has invested in several startups focused on humanoid robots for warehouse automation and household chores.
- OpenAI may collaborate with existing robotics startups or leverage its custom AI chips for the humanoid robot project.
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Medium
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How I Made $1,000 in a Month Using AI Tools
- Leveraging AI tools can lead to financial gains.
- Power of AI offers 18 premium tools without monthly fees.
- Launching the platform is easy with customizable pricing.
- Platform benefits creators, coaches, and consultants alike.
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Medium
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The Rise of Artificial Intelligence: Transforming the Future
- AI refers to systems or machines that simulate human intelligence to perform tasks and iteratively improve based on data.
- Transformative applications of AI include healthcare, finance, education, and creative industries.
- Ethical and social challenges associated with AI include bias in decision-making, privacy concerns, and job displacement.
- The future of AI lies in creating intelligent systems that are ethical, transparent, and aligned with human values.
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Medium
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The Top free online AI conferences to watch in 2025
- Artificial Intelligence (AI) has rapidly become a transformative force, reshaping industries, economies, and societies at an unprecedented pace.
- A key driver of the democratization of AI is the rise of AI-focused free online conferences, which provide much-needed platforms for knowledge sharing, collaboration, and education.
- The vision of democratizing AI seeks to make the technology more accessible and understandable to a broader audience, fostering innovation, promoting ethical development, and ensuring that the benefits of AI are equitably shared across diverse communities and industries.
- The accessibility gap in traditional AI events underscores the need for more inclusive models of AI engagement and collaboration.
- Two exceptional free online AI-focused events include the AI Global Frontier Summit 2025 and the AI for Good Global Summit 2025.
- The AI Global Frontier Summit 2025 hosted by Aimfluance is designed to be fully accessible to participants worldwide, with no fees.
- Aimfluance’s mission is to democratize AI knowledge, fostering global collaboration, and ensuring that individuals and organizations from all backgrounds can contribute to AI advancements.
- Free global AI events like the AI Global Frontier Summit are reshaping the AI landscape in profound ways by fostering AI development and adoption and promoting an ethical AI ecosystem.
- The AI Global Frontier Summit 2025 represents a watershed moment in the democratization of AI knowledge.
- Free global AI events such as the AI Global Frontier Summit will play a pivotal role in shaping a more inclusive, dynamic, and impactful AI future.
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Medium
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Achieving a Balanced Planet: The Critical Role of Digital Technology
- Achieving a balanced planet requires the energy transition to a lower carbon future.
- Digital technology plays a critical role in ensuring the reliability and sustainability of energy systems.
- The adoption of digital technologies improves efficiency, reduces costs, and minimizes the footprint of operations.
- Key technologies driving this impact are the cloud, edge, and artificial intelligence (AI).
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Medium
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Google Whisk: A New AI Tool for Visual Concept Creation
- Google's new AI tool, Whisk, allows users to create and remix visual concepts using images as inputs.
- Whisk utilizes Google's Imagen 3 generative AI model to analyze input images and generate matching visuals.
- Users can input three image prompts - subject, scene, and style - and Whisk takes care of the rest, making it intuitive to experiment with ideas.
- While Whisk is designed to eliminate the need for text-based prompts, it may not always produce perfect results.
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Medium
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Revolutionizing Real Estate with AI: How Technology is Transforming Property Evaluation and Client…
- AI-powered market analysis enables professionals to evaluate properties using vast amounts of data, identifying trends and predicting future values accurately.
- AI enhances precision in property valuation by utilizing machine learning to assess multiple data points, minimizing the risks of overpricing or underpricing.
- Using top AI tools can enhance listing accuracy for sellers in Spain, attracting serious buyers and facilitating smooth transactions.
- AI-driven predictive analytics revolutionizes real estate investments by accurately predicting market shifts based on various data sets.
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Pymnts
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Jet.AI Launches Agentic AI Model for Selecting and Booking Private Jets
- Jet.AI has launched an agentic artificial intelligence (AI) model called 'Ava' to assist customers in selecting and booking private jets.
- Ava provides real-time aircraft availability, pricing, and guidance for customers.
- Jet.AI has also made updates to its private jet booking app, CharterGPT, including enhanced push notifications, carbon tracking and offsetting, and deep linking for trip sheets.
- Agentic AI aims to conduct business operations without human intervention, improving efficiency and productivity.
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Medium
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How I Earned $500 a Week with AI Voice Cloning
- SoundWaves AI is a first-to-market voice cloning technology that allows users to create ultra-realistic, human-like voices without expensive equipment or complex software.
- By using SoundWaves AI, the author was able to earn around $500 a week, transforming existing video voiceovers into engaging, professional-grade narrations.
- SoundWaves AI offers features such as voice cloning, converting voice clips into text, and a free commercial license, making it a valuable tool for content creators.
- The author recommends SoundWaves AI for those looking to enhance voiceover projects, reduce costs, or start a new income stream.
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Tech Radar
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Grok's mobile app is here – and it might not be very careful
- Grok, the AI chatbot developed by xAI, is rolling out a mobile app on iOS.
- The app is currently in beta testing in Australia and other locations and offers similar features to the web-based version of Grok.
- Grok's mobile app can rewrite and summarize text, answer questions, generate images from text prompts, and access real-time data.
- The app utilizes the Grok-2 AI model and will soon be available to a wider audience via a dedicated website, Grok.com.
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Dynamicbusiness
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Xylo: AI email writer for business communication
- Xylo is an AI email writer designed to improve business communication.
- It offers enterprise-grade security and ensures data privacy.
- Xylo solves the problem of misunderstood email communication.
- It provides personalized communication features and AI-powered writing tools.
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