Building AI-Powered System Tutorials
Developers Heaven Tutorials
Welcome to Developers Heaven’s comprehensive tutorial collection! Here, you’ll find a wealth of knowledge spanning various domains within software development, from frontend technologies and backend microservices to cloud infrastructure, AI/ML, and DevOps practices. Our tutorials are designed to equip you with the skills and understanding needed to build robust, scalable, and secure applications. Dive in and start your learning journey today!
Project Planning & Architecture
- Defining the Project Scope: From Idea to Requirements Specification
- Choosing the Tech Stack: A Review of Python, JavaScript, and Cloud Technologies
- Solutions Architecture: Designing a Microservices-Based System
- Project Management & Version Control: Setting up the Git Repository and CI/CD Pipelines
Backend Development & Microservices
- Microservice 1: The Core API Gateway & User Authentication Service
- Microservice 2: Real-time Data Ingestion Service (e.g., using Apache Kafka or RabbitMQ)
- Microservice 3: The Data Transformation & Processing Engine
- Building an ETL Pipeline: From Raw Data to a Clean Database
- Deploying Backend Microservices with Docker and Docker Compose
- Automating CI/CD for the Backend with GitHub Actions
AI/ML & MLOps
- Designing and Training the AI Model: From Data to a Production-Ready pkl File
- Microservice 4: The AI Inference Service (Serving Predictions via REST API)
- MLOps for the System: Automating Model Retraining and Versioning
- Monitoring the AI Model: Tracking Performance, Drift, and Usage
Frontend Development
- Setting up the Frontend: A React/Vue.js Project with Modern Tooling (Vite)
- Building the Core UI: Data Visualization and Interactive Dashboards
- Integrating the Frontend with the Backend API Gateway
- Implementing Advanced Features: Real-time Updates and User Controls
- Testing the Frontend: Unit, Integration, and End-to-End (Cypress/Playwright)
- Frontend Security: CSRF, XSS Prevention, and Secure Communication
Cloud & DevOps
- Containerizing the Entire Application: Dockerizing all Microservices and the Frontend
- Kubernetes Deployment: Writing Helm Charts and Manifests for the Full System
- Cloud Infrastructure Management: Provisioning Resources on AWS/GCP/Azure
- Exposing the Application: Configuring Ingress, Load Balancing, and DNS
- Observability: Centralized Logging (ELK/Loki), Metrics (Prometheus), and Tracing (OpenTelemetry)
- System Security: Implementing Secrets Management and Network Policies in Kubernetes
- Disaster Recovery & High Availability: Designing for System Resilience
- Cost Optimization: Managing Cloud Spend for a Complex Application
Documentation & Showcase
- Writing Professional Documentation: API Docs, Deployment Guides, and Architecture Diagrams
- Project Showcase: Presenting the Final Product and Its Key Features
- What’s Next? Scaling the Platform and Exploring New Features
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