Chart Gallery

Browse all 48 course visualizations. Each chart is a standalone Python-generated PDF that can be downloaded or viewed.

Showing 48 of 48 charts

Week 1: Introduction to Agentic AI

Agent Definition

Comparison of agent vs standard LLM inference patterns

diagram Week 1

PDF Source

ReAct Paradigm

The Reasoning-Acting cycle with thought, action, observation loop

flowchart Week 1

PDF Source

Agent Capabilities

Overview of core agent capabilities and components

diagram Week 1

PDF Source

Autonomy Spectrum

Spectrum from fully manual to fully autonomous systems

scale Week 1

PDF Source

Week 2: LLM Foundations for Agents

CoT vs ToT Comparison

Chain-of-Thought vs Tree-of-Thoughts reasoning patterns

comparison Week 2

PDF Source

Context Window Impact

Effect of context window size on agent performance

plot Week 2

PDF Source

Prompting Strategies

Zero-shot, few-shot, and chain-of-thought comparison

comparison Week 2

PDF Source

Token Efficiency

Token usage across different prompting strategies

bar Week 2

PDF Source

Week 3: Tool Use and Function Calling

MCP Architecture

Model Context Protocol architecture and components

architecture Week 3

PDF Source

Tool Calling Sequence

Sequence diagram for function calling flow

sequence Week 3

PDF Source

Tool Selection

How agents select appropriate tools for tasks

flowchart Week 3

PDF Source

API Comparison

OpenAI vs Anthropic tool use API comparison

comparison Week 3

PDF Source

Week 4: Planning and Reasoning

Hierarchical Planning

Multi-level task decomposition and planning

hierarchy Week 4

PDF Source

Memory Types

Episodic, semantic, and working memory in agents

diagram Week 4

PDF Source

Reflexion Loop

Self-reflection and improvement cycle

flowchart Week 4

PDF Source

Planning Strategies

Comparison of planning approaches (LATS, Plan-and-Solve)

comparison Week 4

PDF Source

Week 5: Multi-Agent Architectures

Communication Topology

Hub-and-spoke, mesh, and hierarchical patterns

network Week 5

PDF Source

Role Specialization

Agent roles in multi-agent systems

diagram Week 5

PDF Source

AutoGen Flow

AutoGen conversation and task flow

flowchart Week 5

PDF Source

Coordination Overhead

Communication cost vs agent count

plot Week 5

PDF Source

Week 6: Agent Frameworks

Framework Comparison

LangGraph vs CrewAI vs AutoGen radar comparison

radar Week 6

PDF Source

LangGraph Flow

State machine and graph execution in LangGraph

flowchart Week 6

PDF Source

State Management

Agent state persistence and checkpointing

diagram Week 6

PDF Source

Orchestration Patterns

Common orchestration patterns for agent workflows

patterns Week 6

PDF Source

Week 7: Advanced RAG

RAG Evolution

Timeline from basic RAG to advanced architectures

timeline Week 7

PDF Source

Self-RAG Flow

Self-RAG architecture with reflection tokens

flowchart Week 7

PDF Source

CRAG Architecture

Corrective RAG pipeline and components

architecture Week 7

PDF Source

Retrieval Comparison

Performance comparison of RAG strategies

comparison Week 7

PDF Source

Week 8: GraphRAG and Knowledge

GraphRAG Architecture

Knowledge graph construction and retrieval flow

architecture Week 8

PDF Source

Entity Extraction

Named entity recognition and relationship extraction

diagram Week 8

PDF Source

Community Detection

Graph community detection and summarization

network Week 8

PDF Source

Query Routing

Local vs global search routing in GraphRAG

flowchart Week 8

PDF Source

Week 9: Hallucination Prevention

Hallucination Types

Taxonomy of intrinsic and extrinsic hallucinations

taxonomy Week 9

PDF Source

Verification Pipeline

Chain-of-Verification (CoVe) pipeline

flowchart Week 9

PDF Source

FActScore Evaluation

Fine-grained atomic fact scoring methodology

diagram Week 9

PDF Source

Mitigation Strategies

Comparison of hallucination mitigation approaches

comparison Week 9

PDF Source

Week 10: Agent Evaluation

Benchmark Landscape

Overview of agent evaluation benchmarks

landscape Week 10

PDF Source

Evaluation Dimensions

Multi-dimensional agent evaluation framework

radar Week 10

PDF Source

AgentBench Results

Performance of models on AgentBench tasks

bar Week 10

PDF Source

Human Evaluation

LLM-as-Judge vs human evaluation comparison

comparison Week 10

PDF Source

Week 11: Domain Applications

Application Domains

Overview of agent application domains

taxonomy Week 11

PDF Source

Code Agents

Architecture of code generation agents

architecture Week 11

PDF Source

Finance Agents

Financial agent architecture and constraints

diagram Week 11

PDF Source

Healthcare Agents

Medical agent safety and regulatory requirements

diagram Week 11

PDF Source

Week 12: Research Frontiers

Research Timeline

Timeline of major agent research milestones

timeline Week 12

PDF Source

Open Problems

Key open research problems in agentic AI

diagram Week 12

PDF Source

Safety Challenges

Agent safety and alignment challenges

taxonomy Week 12

PDF Source

Future Directions

Emerging research directions and opportunities

diagram Week 12

PDF Source

Using These Charts

In Presentations

All charts are designed for Beamer slides at 0.55-0.65 textwidth:

\includegraphics[width=0.55\textwidth]{01_chart_name/chart.pdf}

Regenerating Charts

Each chart has a standalone Python script:

# Run single chart
python L01_Introduction_Agentic_AI/01_agent_definition/chart.py

# Regenerate all charts
for f in L*/*/chart.py; do python "$f"; done

Chart Specifications

Property	Value
Figure Size	(10, 6)
DPI	300 (print quality)
Font Size	14pt base (scaled for 70% display)
Colors	MLPURPLE=#3333B2, MLBLUE=#0066CC, MLORANGE=#FF7F0E