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🤖 AI & Machine Learning

Build Your First AI Agent that Thinks, Connects and Collaborates

Zero-to-hero accelerator course designed to help absolute beginners become proficient AI agents that think, connect, and...

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🤖

Sections

1. Kickoff Carnival: Meet Your First AI Agent and Build Your Growth Mindset
8 views

Launchpad to set goals, establish foundations, and cultivate a playful, resilient mindset for zero-to-hero AI work.

15 topics (15 versions)
1.1Meet Your Inner AI: The Zero-to-Hero Mindset
4
1.2Lightning Fast Setup: Install Tools in 15 Minutes
1.3Your First Agent Avatar: Naming and Personalities
1.4Spark the Curiosity Engine: Defining Goals
1.5Safety Spark: Ethics and Boundaries
1.6Version Zero: Create a Baseline Agent
1
1.7Scrappy Prototyping: Build a Tiny Use Case
1
1.8Toolbox Tour: IDEs, SDKs, and Terminals
1
1.9Data Diet: What Data Feeds Your Agent?
1.10Run-Book: Your First Test Plan
1.11Icebreaker Exercises: Connecting with Humans and Data
1.12Fun Failure Mode: How to Embrace Mistakes
1.13Daily Scrum: 15-Min Standups
1.14Debug Dance: Common Pitfalls
1.15Learning Loop: Capture Learnings
1

2. ADK Essentials: Google ADK Deep Dive
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Foundational dive into Google ADK concepts, setup, authentication, and core workflows to empower your agent development.

15 topics (15 versions)
2.1ADK Unwrapped: What It Is and Why It Matters
9
2.2Account Armor: Setting Up Access and Permissions
2
2.3Boot Camp: Installing SDKs and Tools
1
2.4Project Playground: Creating Your First ADK Project
1
2.5Auth Bloopers: Handling OAuth and Tokens
1
2.6API Playground: Calling ADK Endpoints
1
2.7Data Flows: Understanding Requests and Responses
1
2.8Latency Lasso: Handling Delays
1
2.9Error Spotlight: Common ADK Errors and Fixes
2.10Security Shield: Secrets Management
2.11Testing Tree: Unit and Integration Tests
2.12CI/CD Spark: Automating Builds
2.13Monitoring Mojo: Observability Basics
2.14Documentation Dance: Writing Clear Docs
2.15Refactor Rhythm: Clean Code for ADK
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3. MCP Overview: What, Why, How
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A friendly primer to MCP (Map-Connect-Play) concepts, components, and why this framework matters for agent collaboration.

15 topics (15 versions)
3.1MCP Magic: The Big Picture
8
3.2Modes of Collaboration: Think, Connect, Collaborate
2
3.3Protocol Primer: MCP Components
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3.4Roles and Permissions: Who Can Do What
1
3.5Security in MCP: Trust and Safety
1
3.6MCP Data Model: Entities and Relationships
1
3.7Message Lifecycles: From Ping to Action
1
3.8Event Streams: Real-Time vs Batch
1
3.9Error Handling in MCP
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3.10Latency and Throughput: Performance Basics
3.11Versioning MCP: Upgrades and Backwards Compatibility
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3.12MCP Testing: Scenarios to Run
1
3.13Observability: Metrics and Logs
1
3.14Governance: Policies and Compliance
3.15MCP in Practice: Simple Use Case
1

4. Agent Thinking: Build Your First Thought Engine
26 views

Core cognitive building blocks for an agent: reasoning, memory, planning, and the basics of making decisions.

15 topics (15 versions)
4.1Cognition Playground: What is Agent Thinking?
4
4.2Reasoning Modes: Rule-Based vs Probabilistic
1
4.3Memory Layer: Short-Term and Long-Term
4
4.4Decision Chains: If-Then Magic
4
4.5Planning Sprint: From Goals to Steps
1
4.6Search Strategies: Heuristics and Breadth-First
1
4.7Heuristics Hallway: Useful Shortcuts
1
4.8Bias Busters: Reducing Systematic Errors
1
4.9Confidence Gauge: Calibrating Beliefs
1
4.10Explainability: Making Thinking Transparent
2
4.11Debug Thinking: Tracing Decisions
1
4.12Commonsense Core: Everyday Reasoning
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4.13Ethics Orbit: Moral Boundaries
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4.14Resource Budgets: Time and Compute Mindset
1
4.15Think Aloud: Voice of the Agent
2

5. Connectivity and Collaboration: Agents Talk to Each Other
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Techniques and patterns for agents to connect, coordinate, and collaborate effectively within the MCP ecosystem.

15 topics (15 versions)
5.1Link Lab: Establishing Connections
4
5.2Handshake Protocol: Onboarding Other Agents
5.3API A Cappella: Inter-Agent Calls
5.4Message Choir: Pub/Sub Patterns
1
5.5Public vs Private: Access Tiers
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5.6Latency Dance: Synchronization
5.7Data Sandwich: Consuming and Producing Data
5.8Conflict Resolution: Merging Opinions
5.9Version Sync: Keeping Agents Aligned
5.10Trust Signals: Authenticity Checks
5.11Security Song: Secrets in Transit
1
5.12Audit Trails: Who Did What
5.13Escalation Rules: When to Alert Humans
1
5.14Collab Canvas: Shared Mental Model
5.15Collab Rituals: Daily Sync Beats
1

6. Practical Projects: Build a Mini Agent Stack
17 views

Hands-on project to assemble a small, end-to-end agent stack with thinking, connecting, and collaborating capabilities.

15 topics (15 versions)
6.1Project Recipe: Your Mini Stack Plan
5
6.2Data Pipeline: Getting Input
2
6.3Agent A: The Thinking Bot
2
6.4Agent B: The Connecting Bot
6.5Agent C: The Collaborator Bot
6.6Orchestrator: The Maestro
1
6.7Integration Tests: End-to-End Scenarios
2
6.8Mock Data: Safe Testing Ground
1
6.9Logging Party: What to Log
6.10Metrics Jam: What to Measure
6.11Error Handling: Rescue Routes
6.12Rollback Rumble: Safe Deploys
1
6.13Documentation Disco: How It Works
2
6.14Demo Day Prep: Present Your Stack
1
6.15User Feedback Loop: Improve Based on Feedback

7. Google ADK Tools & APIs: Hands-on Lab
14 views

Deep dive into the implementation tools, APIs, and practical lab work to master Google ADK capabilities.

15 topics (15 versions)
7.1API Navigator: Exploring Endpoints
4
7.2Auth Orchestra: OAuth2 and Tokens
1
7.3Cloud Integration: GCP Basics
7.4Storage Shenanigans: Buckets and Objects
7.5Compute Corner: Functions and Instances
7.6AI Services: Prebuilt Models
2
7.7Dataflow Tricks: Pipelining Data
7.8Logging Lantern: Observability Fundamentals
2
7.9Monitoring Magnets: Alerts and Dashboards
1
7.10SDK Superpowers: Language Bindings
1
7.11Error Atlas: Common API Errors
1
7.12Rate Limiting Rodeo
2
7.13Security Sandbox: Secrets Management
7.14Automation Alley: Scripting and Tools
7.15Migration Map: Moving Projects Seamlessly

8. User-Centric Design: Humans in the Loop
6 views

Design thinking for humans in the loop: crafting interfaces, flows, and experiences that put people first.

15 topics (15 versions)
8.1Empathy Engine: Designing for Users
2
8.2UX Sparks: Interfaces that Delight
8.3Error Friendly: Gentle Failure
8.4Transparency Trail: Explaining Agents
8.5Consent Compass: Privacy by Design
8.6Accessibility Adventure
8.7Voice and Tone: Communication Style
8.8Feedback Feed: User Input Loops
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8.9Onboarding Orchestra: First-Time Use
8.10Tutorial Tango: Guided Help
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8.11Localization Laughter: Multilingual UI
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8.12Usability Metrics: The Right Numbers
8.13Ethical Edge: Avoiding Manipulation
8.14Recovery Ritual: Recovery from Mistakes
1
8.15Trust Toolkit: Building Confidence

9. Testing, Debugging and Quality Assurance
18 views

Solid QA practices to ensure reliability, safety, and performance across the agent ecosystem.

15 topics (15 versions)
9.1Test Plan Parade
2
9.2Unit Samurai: Small Tests
1
9.3Integration Circus
1
9.4End-to-End Extravaganza
2
9.5Cache and Race Conditions
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9.6Deterministic Debugging
9.7Repro Factory: Reproduce Issues
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9.8Observability Orchestra
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9.9Metrics Meltdown
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9.10Security and Compliance Checks
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9.11Fuzzing Fiesta
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9.12Chaos Engineering Carnival
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9.13Code Quality Quest
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9.14Rollbacks and Safe Deploys
1
9.15Test Data Hygiene
1

10. Deployment, Scaling and Maintenance
6 views

Strategies to deploy, scale, monitor, and maintain AI agents in production environments.

15 topics (15 versions)
10.1Deployment Drumline
5
10.2Blue-Green Circus
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10.3Canary Parade
10.4Scaling Sushi: How to Grow Smoothly
10.5Resource Budgeting Roundtable
10.6Infra as Code Party
10.7Monitoring Mambo
10.8Incident Response Jam
10.9SRE Sleep Over
10.10Update Alchemy
10.11Backups and Restore Rumba
10.12Security Compliance Dance
10.13Cost Control Carousel
10.14Maintenance Mode Minuet
10.15Post-Mortem Party

11. Capstone: Build, Demonstrate and Reflect
14 views

Capstone project to design, build, test, demonstrate, and reflect on your first AI agent system.

15 topics (15 versions)
11.1Project Kickoff
6
11.2Requirements Rendezvous
11.3Design Debrief
11.4Build Sprint
11.5Test Sprint
1
11.6Review and Reflect
1
11.7Polish and Present
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11.8Demo Day Drill
1
11.9User Feedback Harvest
11.10Impact Metrics
1
11.11Iterate to Improve
11.12Documentation Deluxe
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11.13Future Roadmap
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11.14Ethical Audit
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11.15Lessons Learned

12. Extras: Fun, Ethics and Future of AI Agents
9 views

Bonus explorations of ethics, safety, and the evolving landscape of AI agents to future-proof your skills.

15 topics (15 versions)
12.1Fun Frontiers: Imaginative Scenarios
4
12.2Ethics Elevator: Quick Moral Checks
1
12.3AI Safety Sizzle
12.4Privacy Puzzle
1
12.5Bias Busters Bonanza
1
12.6Human-AI Collaboration Tales
1
12.7Future-Proofing Plan
12.8Job Landscape Shuffle
12.9Responsible AI Playbook
12.10Open Standards Parade
12.11Cross-Platform Compatibility
12.12Open Source Sparks
12.13Community and Learning Loops
1
12.14Career Leap Ladder
12.15Portfolio Showcases
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