SkillAI · The Beam

AI Agent Coordination

0/48 concepts·~20 h left

1
Phase 010/4 · ~1.5 h left

Foundational AI Concepts

Machine Learning basics25 min
Deep Learning fundamentals25 min
Natural Language Processing (NLP) overview25 min
Reinforcement Learning introduction25 min
2
Phase 020/4 · ~1.5 h left

Python for AI

NumPy and Pandas for data manipulation25 min
Data visualization with Matplotlib and Seaborn25 min
Basic TensorFlow or PyTorch usage25 min
Building simple models with scikit-learn25 min
3
Phase 030/4 · ~1.5 h left

APIs and Web Services

Creating RESTful APIs with Flask25 min
Consuming APIs with requests library25 min
Understanding GraphQL basics25 min
Deploying models as services using FastAPI25 min
4
Phase 040/4 · ~1.5 h left

Agent Basics

Understanding AI Agents and their roles25 min
Types of agents: reactive, deliberative, hybrid25 min
Introduction to OpenAI API and ChatGPT25 min
Basic agent design patterns25 min
5
Phase 050/4 · ~1.5 h left

LangChain Fundamentals

LangChain architecture overview25 min
Using LangChain for agent orchestration25 min
Implementing chains and agents in LangChain25 min
Integrating LangChain with external APIs25 min
6
Phase 060/4 · ~1.5 h left

Prompt Engineering Techniques

Crafting effective prompts for GPT-325 min
Using Claude for advanced prompt strategies25 min
Evaluating prompt effectiveness with metrics25 min
Iterative prompt refinement techniques25 min
7
Phase 070/4 · ~1.5 h left

ReAct and Agentic Patterns

Understanding ReAct framework25 min
Implementing ReAct patterns in agents25 min
Combining ReAct with LangChain25 min
Real-world applications of ReAct agents25 min
8
Phase 080/4 · ~1.5 h left

Multi-Agent Systems

Designing multi-agent architectures25 min
Communication protocols for agents25 min
Conflict resolution strategies in multi-agent systems25 min
Case studies of multi-agent applications25 min
9
Phase 090/4 · ~1.5 h left

Advanced Orchestration Techniques

Implementing task delegation strategies25 min
Using workflow engines like Apache Airflow25 min
Integrating agents with cloud services25 min
Real-time data processing with Kafka and agents25 min
10
Phase 100/4 · ~1.5 h left

Ethics and Governance in AI

Understanding AI ethics and bias25 min
Regulatory frameworks for AI deployment25 min
Best practices for responsible AI use25 min
Case studies on ethical AI applications25 min
11
Phase 110/4 · ~1.5 h left

Continuous Learning and Community Engagement

Staying updated with AI research papers25 min
Participating in AI hackathons and competitions25 min
Contributing to open-source projects25 min
Joining AI communities and forums25 min
12
Phase 120/4 · ~1.5 h left

Real-World Project Development

Building a complete AI agent project25 min
Deploying agents in production environments25 min
Monitoring and maintaining AI systems25 min
Gathering user feedback for iterative improvement25 min