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Agentic - AI Projects

The Agentic AI Pioneer Program offers participants hands-on projects to develop practical skills in AI Agents across various domains like business research and customer engagement. Participants will utilize leading AI tools to create intelligent agents for tasks such as research analysis, customer support, and product recommendations. The program also covers advanced concepts including multi-user conversational systems and Retrieval-augmented Generation (RAG) systems, enabling learners to design and customize AI solutions for real-world challenges.

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Ibrahim Ahmed
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0% found this document useful (0 votes)
803 views19 pages

Agentic - AI Projects

The Agentic AI Pioneer Program offers participants hands-on projects to develop practical skills in AI Agents across various domains like business research and customer engagement. Participants will utilize leading AI tools to create intelligent agents for tasks such as research analysis, customer support, and product recommendations. The program also covers advanced concepts including multi-user conversational systems and Retrieval-augmented Generation (RAG) systems, enabling learners to design and customize AI solutions for real-world challenges.

Uploaded by

Ibrahim Ahmed
Copyright
© © All Rights Reserved
We take content rights seriously. If you suspect this is your content, claim it here.
Available Formats
Download as PDF, TXT or read online on Scribd
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Agentic AI Pioneer Program

Projects
Agentic AI Pioneer Program 01

Projects Overview
In the Agentic AI Pioneer Program, participants will engage in

real-world, hands-on projects designed to build practical skills

and deepen their understanding of AI Agents. These projects

cover diverse domains such as business research, customer


engagement, sales automation, and advanced language models.

Through these exercises, learners will work with leading AI tools

like LangChain, ChatGPT, Google Gemini, and GPT-4o to


engineer intelligent agents capable of tackling complex tasks
such as research analysis, customer support, product
recommendations, and multimodal data processing. These
projects not only focus on foundational skills but also introduce
advanced concepts like multi-user conversational systems and
Retrieval-augmented Generation (RAG) systems.

By completing these projects, learners will gain the ability to


design, deploy, and customize AI Agents, helping them solve
real-world challenges and enhance their AI expertise.

Agentic AI Pioneer Program 02

Validate your Business Plan

with Generative AI
Ideate, validate, and create a business

plan using prompting techniques in

LLMs and RAGs.

Build a Company Researcher

Agent
Learn to create a simple Agent that

researchesa company and creates a

short description.

Create a Resume Reviewer

Agent
Build a smart Agent that can edit and

review your resume content based on the


parameters that you have set and produce
enhanced quality suggestions to help your
resume standout.

Build a Customer Query

Chatbot


Build a chatbot to take care of customer

queries and provide relevant resolutions

based on their problems.


Agentic AI Pioneer Program 03

Design a Sales Agent


Build an advanced Agent that consists

of information regarding various products

of the company, it analyses the customer

data to find the suitable product for them

and create a pitch for them.

Develop APIs for Company

Data & Market Analysis

using Flask
Develop four API endpoints will enable

seamless data analysis: Company

Information for key details, Stock Market

Data for real-time metrics, Historical Market


Data for past trends, and Analytical Insights

for actionable intelligence.

Review Analyst
Analyzing customer reviews for sentiment,
identifying pros and cons, and generating

email responses based on the

analysis.
Agentic AI Pioneer Program 04

Research Paper Analyst


Analyzing and summarizing research papers
based on different personas and constraints

to assist in extracting useful insights and

generating summaries.

Social Media Marketing

Analyst
Creating marketing advertisements and

content for a small enterprise by

leveraging social media analytics.

IT Support Analyst
Processing, translating, and analyzing IT

support tickets, and generating appropriate


responses for technical issues.

Linking Multiple Chains


Sequentially with LCEL
This mini-project demonstrates how to

connect several LLM chains sequentially

using LCEL. The output from one chain

serves as input for the next in a series,

allowing for the combination of intermediate


outputs to generate a final result.
Agentic AI Pioneer Program 05

Branching and Merging

Chains with LCEL


This project shows how to work with multiple
independent LLM chains in parallel, merging

their outputs into a consolidated final result

using a merge chain at the end.

Routing Chains with LCEL


This project focuses on creating individual

LLM chains that perform distinct tasks like


summarizing or sentiment analysis. A router

chain classifies user prompts and directs

them to the appropriate chain automatically

for task-specific results.

Build a Multi-user

Conversational Chatbot for


Product Recommendations
Learn how to build a multi-user conversational
chatbot, leverage memory to store

conversations per user session and work on

an interesting use case of recommending

retail products to customers based on their


queries.
Agentic AI Pioneer Program 06

Prompt Engineering with


ChatGPT on Real-world

Tasks
Focuses on practical applications of prompt
engineering using ChatGPT for tasks like
summarization, entity extraction, sentiment
analysis, synthetic data generation and more.

Multimodal Prompt

Engineering with Google

Gemini
Involves prompt engineering using Google

Gemini on multimodal data like text, images,


audio and video.

Multimodal Prompt

Engineering with GPT-4o


Explores the capabilities of GPT-4o

with multimodal tasks including

handwritten text analysis, analyzing

graphs and charts, analyzing images,

audio and video.


Agentic AI Pioneer Program 07

Bonus: Prompt Engineering

with Llama 3.1 & GPT-4o

mini
Comparative analysis of prompt

engineering using Llama 3.1 and

GPT-4o on real-world tasks including

few shot classification, coding, information


extraction, question-answering,

summarization and more.

Simple RAG System with

Sources
Building a basic Retrieval-augmented

Generation system that cites sources

alongside the generated responses.

Multi-user Conversational

RAG System
Developing a conversational RAG system

that can handle multiple users and

conversations with memory to provide

relevant responses.
Agentic AI Pioneer Program 08

Multimodal RAG System


A project focused on integrating multiple

midex data formats (like text, tables and

images) into a RAG pipeline to be able to

leverage multimodal LLMs to answer

questions using multimodal data.

Build a Realtime Hacker

News Analysis Agent from


Scratch
Build a real-time AI agent that interacts

with Hacker News, fetching stories,

analyzing comments, and extracting

insights from articles

Build a Text2SQL AI Agent


Master the fundamentals of a Text2SQL

system, develop a sequential Text2SQL

AI workflow, and enhance it by building

a Text2SQL Agentic AI system using

ReAct and Tool-Use patterns.


Agentic AI Pioneer Program 09

Build a Financial Analyst

AI Agent
This module covers the essentials of

financial analysis, explores key financial

data providers, and develops a Financial

Analyst ReAct Agentic AI to analyze stock

data, retrieve indicators, track market news,


provide insights, and answer queries on

stocks and trends.

Build a Simple Researcher

Agent
Learn how to leverage search tools

and build simple agentic workflows in

LangGraph to build a researcher agent

to help research on specific topics and

help compose detailed reports

Build a Recipe

Recommendation System
Build a recommendation system that takes

an ingredient and dietary restrictions as input,


suggests a suitable recipe, and provides step

-by-step instructions. The system should

ensure the recipe meets the specified

dietary needs.
Agentic AI Pioneer Program 10

Market Researcher
Develop a Market Positioning Strategy that
generates five distinct positioning ideas for
a product launch, accompanied by analysis
and strategic recommendations for each
idea. The goal is to identify the most
effective ways to differentiate the product
in the market.

Game Flow
Design a structured, event-driven flow for
a game where the system randomly
determines if the player wins or loses, and
then displays the appropriate outcome
based on the result.

Build a Financial Analyst


Tool-Use AI Agent
Develop an Agentic AI-powered Financial
Analyst Tool to analyze stock data, track
market trends, retrieve insights, and
research relevant financial information.
Agentic AI Pioneer Program 11

Build a Multi-User
Conversational Financial
Analyst Tool
Develop a conversational, multi-user Agentic
AI Financial Analyst that analyzes stock data,
market trends, financial indicators, and news
while conducting web-based research.

Build a Customer Support


Router Agentic RAG System
Develop an intelligent Router Agentic
RAG system to classify queries, detect
sentiment, route issues, generate
responses, and escalate when needed.

Build a Reflective Self-


Correcting Code Generation
AI Agent
Develop a self-correcting Reflection Agentic
AI for code generation that analyzes
problems, generates code, iterates with
feedback, and refines until correctness.
Agentic AI Pioneer Program 12

Build a Planning Agent for


Deep Research & Structured
Report Generation
Develop a Planning Agent for deep research
and structured report generation, leveraging
parallel execution for research, writing,
formatting, and compilation.

Build a Reflective Dynamic


Planning Agent for Multi-Step
Complex Query Analysis
Develop a Reflective Dynamic Planning Agent
for multi-step complex query analysis, breaking
tasks into sub-steps, executing iteratively,
updating progress, and refining responses.

Build a Supervisor Multi-


Agent System for Financial
Research and Data Analysis
Develop a Supervisor Multi-Agent System for
financial research and data analysis,

coordinating researcher and coder agents to


retrieve data, run code, generate insights,

and refine responses.


Agentic AI Pioneer Program 13

Build a Conversation
Simulator with Conversable
Agents
Simulate a conversation using Conversable
Agents between the CMO and CEO regarding
the benefits of B2B vs. B2C for an EdTech
company specializing in project management
courses.

Develop a Marketing Plan

for a Project using

Sequential Chat
Develop an agentic system using Sequential
Chat to identify optimal marketing channels
and craft compelling ads for a startup's
lightweight water bottle

Design a Newsletter Agentic


System with Tool Use
Design an agentic system with tool use to
query a blog for the latest on AI Agents and
Generative AI, and generate a curated
newsletter for company employees
Agentic AI Pioneer Program 14

Build a Website Scraper


Agentic System with Code
Execution
Design an agentic system for dynamic

web scraping to extract and summarize


promotional offers from competitor

e-commerce platforms.

Devolp a Multi-Agent

System to Help the HR team


resolve hiring requirements
Build an agentic system with group chat,
stateflow and Nested Chat for HR to consult
various departments about hiring
requirements for a new PS5 game.

Devlop Multimodal Agentic


System for Image Analysis
Design a system that takes sports image as
input and analyzes them.
Agentic AI Pioneer Program 15

Strategic Expansion
Discussion System with
Swarm Orchestration
Simulate a conversation with each agent as

a top management member at Axel Limited,


discussing expansion into new markets and
sharing independent perspectives smoothly.

Fitness Progress Tracker


Develop an AI agent using CrewAI to track
fitness goals and suggest tailored workout
or nutrition plans.

Advanced Images Generator


Create a system to automatically enhance
prompts with contextual information for
better image outputs.

Personalized Book
Recommendation App
Build an AI-powered personalized book
recommendation system that remembers
user preferences across sessions using
Mem0 and CrewAI.
Agentic AI Pioneer Program 16

Dynamic Travel Advisor


Design an automated travel advisor that
generates, validates, and finalizes vacation
plans seamlessly, with guardrails for quality
assurance.

Data Analyst Agent


Create a reusable pipeline for user-driven
data analysis tasks

Fraud Detection
Build an AI-powered workflow using CrewAI
to analyze transactions, flag anomalies, and
escalate suspicious activities effectively.

Employee Onboarding
Workflow
Build a streamlined onboarding workflow
capable of managing multiple employees
efficiently and accurately.
Agentic AI Pioneer Program 17

Automated Document
Summarization
Develop a system to summarize large text
files while ensuring the output is realistic
and high-quality

Create a Crew with

CrewAI CLI
Create and Test a Crew with CrewAI CLI
Learn to Build these Powerful

Agents and Lead the Era of

Autonomous Intelligence!

Enroll now

Contact Us:

+91-9354711240 | +1-6147218481

customersupport@analyticsvidhya.com

analyticsvidhya.com/agenticaipioneer

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