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What is DevSecOps? DevSecOps emerged as a natural evolution of DevOps practices with a focus on integrating security into the software development and deployment process. The term "DevSecOps" represents the convergence of Development (Dev), Security (Sec), and Operations (Ops) practices, emphasizing the importance of security throughout the software development lifecycle. The diagram below shows the important concepts in DevSecOps. 1 . Automated Security Checks 2 . Continuous Monitoring 3 . CI/CD Automation 4 . Infrastructure as Code (IaC) 5 . Container Security 6 . Secret Management 7 . Threat Modeling 8. Quality Assurance (QA) Integration 9 . Collaboration and Communication 10 . Vulnerability Management –  Subscribe to our weekly newsletter to get a Free System Design PDF (158 pages): https://bit.ly/3KCnWXq    #systemdesign #coding #interviewtips  .

We’ve expanded in Southeast Asia, with the opening of our new AWS Region in Malaysia. Excited for this new era of cloud innovation and for organizations of all sizes in Malaysia and across ASEAN to experience the full potential of the world’s most extensive and reliable cloud. https://lnkd.in/gwGrS2Z2

Using structured weight pruning and knowledge distillation, the NVIDIA research team refined Llama 3.1 8B into a new Llama-3.1-Minitron 4B. They're releasing the new models on Hugging Face and shared a deep dive on their approach ➡️ https://go.fb.me/8khfyr

𝟖 𝐋𝐨𝐚𝐝 𝐁𝐚𝐥𝐚𝐧𝐜𝐢𝐧𝐠 𝐀𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐬 𝐘𝐨𝐮 𝐌𝐮𝐬𝐭 𝐊𝐧𝐨𝐰 1. Round Robin It assigns a request to the first server, then moves to the second, third, and so on, and after reaching the last server, it starts again at the first. 2. Least Connections The Least Connections algorithm directs incoming requests to the server with the lowest number of active connections. 3. Weighted Round Robin It assigns different weights to servers based on their capacities and distributes requests proportionally to these weights. 4. Weighted Least Connections The Weighted Least Connections algorithm combines the Least Connections and Weighted Round Robin algorithms. It directs incoming requests to the server with the lowest ratio of active connections to assigned weight. 5. IP Hash The IP Hash algorithm determines the server to which a request should be sent based on the source and/or destination IP address. This method maintains session persistence, ensuring that requests from a specific user are directed to the same server. 6. Least Response Time It directs incoming requests to the server with the lowest response time and the fewest active connections. 7. Random It directs incoming requests to a randomly selected server from the available pool. 8. Least Bandwidth It directs incoming requests to the server currently utilizing the least amount of bandwidth. This approach helps to ensure that servers are not overwhelmed by network traffic. Follow Tauseef Fayyaz for more helpful content ✨️ #coding #software #architecture #loadbalancer #systemdesign #systemarchitecture #interviewtips

Top 9 Architectural Patterns for Data and Communication Flow  .  .  🔹 Peer-to-Peer  The Peer-to-Peer pattern involves direct communication between two components without the need for a central coordinator.    🔹 API Gateway  An API Gateway acts as a single entry point for all client requests to the backend services of an application.    🔹 Pub-Sub  The Pub-Sub pattern decouples the producers of messages (publishers) from the consumers of messages (subscribers) through a message broker.    🔹 Request-Response  This is one of the most fundamental integration patterns, where a client sends a request to a server and waits for a response.    🔹 Event Sourcing  Event Sourcing involves storing the state changes of an application as a sequence of events.    🔹 ETL  ETL is a data integration pattern used to gather data from multiple sources, transform it into a structured format, and load it into a destination database.    🔹 Batching  Batching involves accumulating data over a period or until a certain threshold is met before processing it as a single group.    🔹 Streaming Processing  Streaming Processing allows for the continuous ingestion, processing, and analysis of data streams in real-time.    🔹 Orchestration  Orchestration involves a central coordinator (an orchestrator) managing the interactions between distributed components or services to achieve a workflow or business process. –  Subscribe to our weekly newsletter to get a Free System Design PDF (158 pages): https://bit.ly/3KCnWXq    #systemdesign #coding #interviewtips  .

Learn how enterprises can use AI chatbots 🤖 to personalize customer interactions and improve employee productivity. ➡️ https://nvda.ws/3zU82F8 Explore use cases from financial services, telecom, retail, and beyond. ✨

Be among the first in the 🌎 to achieve the new AWS Certified AI Practitioner. Receive exclusive launch updates. 🚀 https://go.aws/3SbYBY1 This certification will boost your credibility and income, and showcase your ability to leverage AI tools in the AI-driven world. #AWSTraining #generativeAI

To achieve the best end-user experience for #generativeAI apps and to gain efficient use of limited and costly GPU and TPU resources, we announced several new networking capabilities that optimize traffic for #AI applications: 1️⃣ Accelerated AI training and inference with Cross-Cloud Network 2️⃣ Model as a Service Endpoint: a purpose-built solution for AI applications 3️⃣ Minimized inference latency with custom AI-aware load balancing 4️⃣ Optimized traffic distribution for AI inference applications 5️⃣ Enhance gen AI serving with Service Extensions Many of these innovations are built into Vertex AI. Now, they are available in Cloud Networking so you can use them regardless of which LLM platform you choose. Learn more → https://goo.gle/4cYZ5c8

We're thrilled to announce the launch of our Generative AI - Services Specialization! 🪄This exclusive designation recognizes partners who have demonstrated exceptional expertise in providing cutting-edge generative AI solutions to their customers. If you're ready to take your generative AI business to the next level, apply today: https://goo.gle/3XXqJCa #GenerativeAI #ServicesSpecialization #PartnerSuccess #GoogleCloud