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AI Software Development

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Description

This AI Software Development training course teaches you how to build intelligent applications and integrate AI capabilities into your software projects using modern frameworks and APIs. You will learn to work with AI coding assistants, build AI-powered features into web and mobile apps, design retrieval systems, fine-tune models, and follow best practices for testing, deployment, and maintenance of AI-driven software.

Course Content

Module 1: Introduction to AI-Driven Development

  • The shift from traditional to AI-native software
  • Understanding AI models as development building blocks
  • The AI development toolchain

Module 2: AI Coding Assistants

  • Working with GitHub Copilot and Cursor
  • Using Claude Code and ChatGPT for development
  • Pair-programming with AI
  • Trust and verification of AI-generated code

Module 3: Integrating AI APIs

  • Working with OpenAI, Anthropic, and Google AI APIs
  • Authentication, rate limits, and error handling
  • Building reusable AI service layers
  • Cost management for AI API usage

Module 4: Building AI Features

  • Adding chat and conversational interfaces
  • Summarization, classification, and search features
  • Image and voice processing features
  • Streaming responses and real-time UX'

Module 5: Retrieval-Augmented Generation

  • Building RAG systems for context-aware AI
  • Vector databases: Pinecone, Weaviate, Chroma
  • Chunking and embedding strategies
  • Evaluating RAG system quality

Module 6: Testing AI-Powered Software

  • Unit and integration testing for AI code
  • Evaluating probabilistic outputs
  • Regression testing for prompts and models
  • Building evaluation suites

Module 7: Deployment and Monitoring

  • Deploying AI features to production
  • Logging, monitoring, and alerting
  • Handling AI failures gracefully
  • Tracking usage, costs, and performance

Module 8: Best Practices and Capstone

  • Security and privacy best practices
  • Responsible AI development
  • Code organization and maintainability
  • Build a complete AI-powered application

Duration: 6 – 8 weeks

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