K21Academy: Learn AI, Data & Cloud from Experts

?? Gen AI, Machine Learning & Deep Learning Explained on AWS Cloud | Step-by-Step Guide ?? Watch Now: https://lnkd.in/g5G6cHSK Here’s what we cover in the video: ? Overview of Gen AI, Machine Learning, and Deep Learning ? Key AWS services for AI/ML: Amazon SageMaker, EC2, Lambda ? Training and deploying AI models on AWS ? Understanding machine learning algorithms and deep learning architectures ? Hands-on demos and much more! ?? Want to take your AI/ML skills to the next level? Join our FREE AWS AI/ML Masterclass: https://bit.ly/3Rb9ng8 #AWS #MachineLearning #AI #DeepLearning #GenerativeAI #AWSML #Azure #CloudComputing #DataScience #NeuralNetworks #ArtificialIntelligence #TechTraining #AIforBeginners #Python #AIInnovation #DataDriven #K21Academy

?? Exploring YouTube’s Engineering Brilliance ?? Ever wondered how YouTube manages billions of videos, millions of viewers, and personalized AI recommendations, all while delivering a flawless experience? Let’s break it down! ?? ?? 1. User Engagement Users interact via searches, watching, uploading, commenting, liking, and subscribing. Real-time updates keep everything fresh. ?? 2. Video Processing Videos undergo encoding for adaptive bitrate streaming, ensuring smooth playback across devices. Metadata enhances search and recommendations. ?? 3. Content Delivery Global CDN and Edge Servers cache and serve videos efficiently, reducing load times and optimizing playback performance. ?? 4. Recommendations AI-driven algorithms analyze user behavior to suggest personalized content, boosting engagement and retention. ?? 5. Monetization Google Ads target specific audiences while revenue is shared with creators. Premium subscriptions offer ad-free content and exclusive access. ?? 6. Security & Compliance Content ID, Copyright Detection, and moderation systems protect creators’ content and filter harmful material. ?? The Outcome? A fault-tolerant, scalable AI-driven platform that ensures seamless, high-quality content delivery! ???? Want to dive into AI and ML? Join our FREE class on Mastering Generative AI & ML on Azure Cloud and start your career today! https://bit.ly/3Ft06xy ?? #GenerativeAI #MachineLearning #AzureCloud #AIEngineering #CareerGrowth #TechCareers #AI #ML #CloudComputing #FreeClass #StartYourCareer

?????? ???? ???????????? ???? ???? ???????????????? ???? ???????? Looking to start a career in AI? Become an AI Engineer in 2025 and take advantage of the growing demand for AI experts in industries shaping the future! ?? ????????'?? ???????????? ???????? ????????????????????? 1?? What is Artificial Intelligence Engineering? 2?? Roles & Responsibilities of an AI Engineer 3?? Salary of an AI Engineer 4?? Roadmap to Becoming an AI Engineer 5?? How to Land a Job as an AI Engineer 6?? Top AI Job Roles in 2025 7?? Top 80+ Interview Questions & Answers ?? Ready to start your journey as an AI Engineer and make a mark in the world of Artificial Intelligence? ?? ???????? ?????? ???????? ???????????????????? ??????????! ?? ?????????????????? ???? ?????? ????????????????????: https://lnkd.in/diujqWZg #AI #ArtificialIntelligence #AIEngineer?#MachineLearning #DeepLearning #AIJobRoles #CareerInAI #AIEngineer2025 #K21academy

?? The Future of Tech is Azure Cloud & DevOps – Are you ready to lead? ?? DevOps is revolutionizing the way we work, and Azure is at the forefront of this change. Whether it's for certification, a new job, or your next interview prep, this is the place to start! ??? ?? Dive into Azure DevOps with our FREE class designed to help you master the tools and land that high-paying job in the cloud! ?? Link for your FREE class:?https://bit.ly/420RC9y ?? Unlock your potential with Azure DevOps! Get started today and future-proof your career. ?? #AzureDevOps #DevOpsJourney #TechCertifications #CloudSkills #CareerOpportunities #AzureCloud #InterviewPrep #DevOpsCertification #TechSuccess

Day 7 of CKA/D Series is here: Autoscaling and Resource Management in K8s In our latest video, we’re diving into Autoscaling and Resource Management – two game-changing concepts that every Kubernetes user needs to know. If you’re looking to get ahead and optimize your workloads, this video has all the tips you need! Watch Now: https://lnkd.in/dScfkW6r Bonus: Join our FREE Docker & Kubernetes Class for more info: https://bit.ly/3FzOpoH #FreeWebinar #Autoscaling #ResourceManagement #Kubernetes #K8s #MasterKubernetes #OptimizeWorkloads #Docker #KubernetesClass

?? Top 10 AI Product Manager Interview Questions in 2025 | Most Asked Q&A to Prepare for Success ?? Are you aiming for a role as an AI Product Manager? Our latest video is designed to help you prepare for the Top 10 Interview Questions you'll face in 2025. Watch Now:?https://lnkd.in/dqSbmjTp Whether you're already in the field or just getting started, this video will guide you through critical topics like AI product roadmaps, machine learning, and how to work effectively with large language models (LLMs). Here’s what we cover in the video:?? - The key experience needed for building and launching LLM-based applications?? - How to prioritize AI product features effectively?? - The right metrics to evaluate AI product success?? - Best practices for building and managing AI product roadmaps This video is packed with actionable tips to help you stand out in your next interview and set yourself up for success in a rapidly evolving field. ?? ?? Ready to take your skills to the next level? Join our FREE AIML Masterclass for even deeper insights into AI product management:?https://bit.ly/3FgCPyG #AIPM #AIProductManager #MachineLearning #AI #TechCareers #CareerGrowth #CKAD #ProductManagement #AIInnovation #AIleadership

?? Cricket, Code & Cloud: The Hidden DevOps Champions Behind 850M Cricket Fans! ?????? As India faced New Zealand in the FINAL, the action isn't just on the field—it’s happening behind the scenes, where engineers, developers, and DevOps teams work tirelessly to deliver a seamless experience to billions of fans worldwide!? Every six, every wicket, every heart-stopping moment—made possible through scalable cloud infrastructure, real-time analytics, and cutting-edge DevOps strategies. Just like Team India, we operate with speed, resilience, and strategy to ensure a flawless, uninterrupted live-streaming experience. ?? Handling 850 Million Viewers – The AWS DevOps Playbook! Imagine a stadium packed with 850M fans—a dream for cricket lovers, but a colossal challenge for DevOps engineers. Managing this scale requires more than just powerful servers—it demands a scalable, resilient, and automated cloud strategy. Here's how AWS makes it possible: ??? Compute Scaling for Massive Traffic ?? Amazon EC2 Auto Scaling – Adjusts computing power dynamically as traffic spikes. ?? AWS Lambda – Serverless execution for real-time event-driven tasks (e.g., live chat). ?? Amazon ECS/EKS (Kubernetes) – Container orchestration to manage microservices. ?? Global Content Delivery & Low Latency ?? Amazon CloudFront – Delivers ultra-fast, cached video content worldwide. ?? AWS Global Accelerator – Ensures fans get the lowest-latency experience. ?? AWS Local Zones & Edge Locations – Reduces lag for a truly global audience. ?? Load Balancing & Traffic Management ?? Elastic Load Balancer (ELB) – Distributes traffic across multiple servers. ?? Route 53 – Intelligent DNS routing to optimize request handling. ?? Observability & Performance Monitoring ?? Amazon CloudWatch – Tracks real-time CPU, memory, and traffic spikes. ?? AWS X-Ray – Identifies performance bottlenecks across requests. ?? Amazon OpenSearch (Elasticsearch) – Log analytics for troubleshooting. ??? Security & DDoS Protection ?? AWS Shield & AWS WAF – Defends against bot traffic and cyberattacks. ?? IAM & AWS Secrets Manager – Securely manages access controls and credentials. ?? Database & Storage for High Availability ?? Amazon S3 – Stores massive video data efficiently. ?? Amazon DynamoDB & Aurora – Handles real-time interactions like match stats & chat. ?? Amazon ElastiCache (Redis/Memcached) – Caches data to reduce database load. ?? CI/CD for Zero Downtime Updates ?? AWS CodePipeline & CodeDeploy – Automates deployments with zero downtime. ?? Blue-Green Deployments – Ensures updates don’t disrupt live streaming. AWS provides the tools, but it’s the DevOps engineers who make the magic happen! Join our FREE DevOps Masterclass and gain hands-on insights into AWS, CI/CD, Kubernetes, and more! ??Reserve your spot now: https://bit.ly/3QUlpKK #Docker #DockerForBeginners #DevOps #AppDeployment #CloudComputing #Containers #Kubernetes #LearnDocker #TechTraining #Containerization #K21Academy

?? Simplify your app deployment with Docker! ?? ?? With Docker, you can easily build, ship, and run your apps without worrying about environment conflicts. ?? Ready to dive in? Sign up for our FREE Docker & Kubernetes class today by clicking the link below! ?? https://bit.ly/4iDPhH5 #Docker #DockerForBeginners #DevOps #AppDeployment #CloudComputing #Containers #Kubernetes #FreeClass #LearnDocker #TechTraining #Containerization #K21Academy

?? Want to Build Real AI & ML Projects That Impress Recruiters? ?? Here’s the game-changer! These 5 AI & ML project ideas will not only boost your resume but also give you hands-on experience with cutting-edge technologies. ?? The best part? You can do it! No matter where you are in your learning journey, these projects will give you an edge in the industry. ?? Want to learn how to implement them step by step? Join our FREE Masterclass on Generative AI & ML on Azure Cloud! Register Now: https://bit.ly/3DmXSz8 . . #ArtificialIntelligence #MachineLearning #DeepLearning #AIProjects #MLProjects #DataScience #GenerativeAI #AzureAI #BigData #TechInnovation #AICommunity #CareerGrowth #ResumeBoost #TechCareer #JobReady #AIJobs #MLJobs

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