Certified AI Agent Developer (CAID) using Python and Gen AI Tools

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For More Information

An Advisor is available at WhatsApp.
You can also email us at hello@casugol.com

Stories from Our Learners

ExcellentCASUGOL4.9★★★★★koen de witkoen de wit ★★★★★ I wanted to expand my horizon and open myself to a new way of thinking about digital transformation. It certainly more than overdeliveredDavid MouldDavid Mould ★★★★★ Peesa ChoomsawasdiPeesa Choomsawasdi ★★★★★ Enjoyed the class, insightful and pragmatic.Selva Subramanian SivanaiahSelva Subramanian Sivanaiah ★★★★★ Ahmad Tariq Ahmad ZiyadAhmad Tariq Ahmad Ziyad ★★★★★ Thanks Dwayne for teaching us the CASUGOL Digital Transformation Framework. After the class, it makes me can't wait to start to many potential area of improvements in my company internally and externally on our Digital Transformation journeyKuchaiKuchai ★★★★★ Very exciting course to be joined by others in AI era.Joel SebastianJoel Sebastian ★★★★★ Marshall Tommie LajawaiMarshall Tommie Lajawai ★★★★★ Great training experience!Auriel AnthonyAuriel Anthony ★★★★★ Thank you CASUGOL for coming all the way to Sabah, East Malaysia at Sabah Credit Corporation. Had amazing digital transformation training with CASUGOL!cordon scccordon scc ★★★★★ great learning experience and learn more about digital transformation. Also great speakerJeamron AratJeamron Arat ★★★★★ Attended CASUGOL's CDTP training and learned a lot about the Digital Transformation framework and core principles which can be applied on the job. Plenty of real-world examples and active discussion during the trainings.Kira ChanKira Chan ★★★★★ toni gasangtoni gasang ★★★★★ Innocelzever AbdonInnocelzever Abdon ★★★★★ I've enjoyed the whole 2-day training as Dwayne kept it light and fun while being an educator at the same time, it made my experience memorable and informativeJaphet MoralejaJaphet Moraleja ★★★★★ Ian Curt SarmientoIan Curt Sarmiento ★★★★★ Great way of sharing expertise and knowledge in small steps but big meaning change.Patricia Caldito-LimPatricia Caldito-Lim ★★★★★ Casugol provides a better understanding on how to leverage well on Artificial Intelligence. I've a learned a lot on a 1-day session. Thank you!Kavilashini AlagenthranKavilashini Alagenthran ★★★★★ Tiwi HarefaTiwi Harefa ★★★★★ Raihan Muhammad IqbalRaihan Muhammad Iqbal ★★★★★ vira agathavira agatha ★★★★★ It was really fun to follow the casugol training, the lessons were easy to understandHanna YunitaHanna Yunita ★★★★★ Nurianda WulandariNurianda Wulandari ★★★★★ Terimakasih untuk pembelajarannya selama ini, semoga ilmu yang di berikan bermanfaat bagi semua orgLiza SinagaLiza Sinaga ★★★★★ ryanlau terate22ryanlau terate22 ★★★★★ Anita Romauli SimamoraAnita Romauli Simamora ★★★★★ During this training, I gained a lot of valuable experience, both in terms of knowledge, skills, and work attitudes. The material presented is very relevant to the needs of the world of work, and is presented in an interactive and easy-to-understand manner.Wahyu SyaputraWahyu Syaputra ★★★★★ Saya sangat senang mengikuti materi pembelajaran seminar iniEcah HerlinaEcah Herlina ★★★★★ The class is very goodvioretta angelavioretta angela ★★★★★ stephaniestephanie ★★★★★ so fun experience!thanks to mr. DwayneElvisElvis ★★★★★ Victor OctarinoVictor Octarino ★★★★★ Valent GValent G ★★★★★ Glae DisyaGlae Disya ★★★★★ Nice place to learnNsalim batamNsalim batam ★★★★★ Myoui Aldo ChoMyoui Aldo Cho ★★★★★ Sundi CenturiaSundi Centuria ★★★★★ Andira NasaruddinAndira Nasaruddin ★★★★★ AurellAurell ★★★★★ Putri MayangPutri Mayang ★★★★★ The class was very enjoyable and the material was meaningfulReza Seri Rahayu SaputriReza Seri Rahayu Saputri ★★★★★ Febby aulya putriFebby aulya putri ★★★★★ Good JobAmaliyaa NurAmaliyaa Nur ★★★★★ good experienceTania RidhaTania Ridha ★★★★★ Erin KristinaErin Kristina ★★★★★ Joining Casugol was one of the best decisions in my personal and professional development journey.SalmiahSalmiah ★★★★★ raffa witaaraffa witaa ★★★★★ Helena LukmetiablaHelena Lukmetiabla ★★★★★ js_loader
Course Benefits

Pre-requisite

It is preferred that Learners have some basic Python Programming experience or a Certificate of Competency in Python Programming Essentials (PPE).
 
Suitable for everyone. No prior technical knowledge required.
 
Who Should Attend
 
Software Developers & Engineers, Backend & Full-Stack Developers, Automation Engineers, DevOps & Cloud Engineers, AI Developers, Data Scientists, Data Analyst, IT Administrators, Chief Technology Officers (CTOs), Product Managers, Business Analysts, BPO / BPM Professionals, Educators & Researchers, and Anyone interested in developing AI Agents using Python and Gen AI Tools

Course Objective

  • Acquire advanced knowledge and hands-on expertise in building AI agents using Python, OpenAI APIs, LangChain, and automation frameworks to create intelligent, task-driven systems.
  • Learn to implement AI agents in various domains, enhance efficiency through automation, and apply security best practices to prevent adversarial attacks and biases.

Course Overview

The increasing adoption of autonomous AI agents in automation, customer engagement, and software development is accelerating the demand for skilled AI Agent Developers. Organizations require experts to design, optimize, and safeguard intelligent AI systems, ensuring seamless integration and efficiency in real-world applications.
 
Certified AI Agent Developer using Python and Gen AI Tools is a 24-Hours certification program designed to equip participants with skills in AI agent development. Learn to build intelligent agents using Python, integrate Gen AI tools like GPT and LangChain, automate workflows, and implement security best practices. Gain hands-on experience through real-world projects and certification.
 

  • Duration: 24 Hours
  • Certification: Participants will receive a Certificate of Competency upon completing the course and passing the examination
Course Outline
  • What are AI Agents?
  • Key Components: Perception, Decision-Making, and Action Execution
  • Difference Between AI Agents and Traditional Software
  • Reactive vs. Proactive vs. Conversational AI Agents
  • Use Cases and Application of AI Agents in Industries
  • Advantages and Disadvantages of AI Agents
  • Strategies to Develop AI Agents
  • Introduction to AI Agent Development in Python
  • Why Python for AI Agent Development?
  • Overview of AI Agent Workflows
  • Introduction to OpenAI’s LLMs
  • Using OpenAI’s API for Text Generation and Completion
  • Overview of LangChain for AI Agent Workflows
  • Creating Chains, Agents, and Memory for Stateful Interactions
  • Accessing Pre-trained NLP models from Hugging Face
  • Deploying and Fine-tuning AI Models using the Transformers Library
  • Common Python Libraries for AI Agents e.g. requests, json, pandas, numpy
  • API vs. Local Deployment of AI Models
  • Benefits and Limitations of Cloud-based AI Models
  • Using Requests and httpx for API communication
  • Authentication methods (API keys, OAuth tokens)
  • Working with OpenAI API
  • Integrating External AI APIs
  • Using OpenAI Function Calling for External API Integration
  • JSON, CSV, and Database Formats for AI Workflows
  • Role of Structured Data in AI Model Processing
  • Extracting, Transforming, and Storing API Responses
  • Using json.loads() and json.dumps() for data handling
  • Using pandas to manipulate structured data
  • Integrating structured data with AI models
  • Storing AI agent responses for further analysis
  • Real-World Use Cases of Structured Data in AI Agents
  • Introduction to Rule-based AI Agents?
  • Rule-based Agents vs. Machine Learning Models
  • Designing a Simple Rule-Based AI Agent
  • Defining Rules (IF-ELSE statements) for Decision-Making
  • Setting Up an Environment for Rule-based Decision-Making
  • Creating and Managing a Knowledge Base
  • Representing Knowledge as Rules (conditions and actions)
  • Structuring Knowledge in Databases or Dictionaries
  • Dynamic Rule Updating Based on External Inputs
  • Implementing Rule-Based AI in Python
  • Using Python's Conditionals (IF-ELSE, SWITCH) to Simulate Rules
  • Implementing a Simple Rule-based Chatbot or Assistant
  • What Are Decision Trees in AI Agents
  • Types of Decision Trees: Classification and Regression Trees (CART)
  • Rule-based Systems vs. Decision Trees
  • Structure of a Decision Tree: Nodes, Branches, and Leaves
  • Implementing a Decision Tree with Python (using Libraries like scikit-learn or manually)
  • Visualizing Decision Trees (using graphviz or matplotlib)
  • Implementing Multi-Branching Logic
  • Hybrid Models for Complex Decision-Making
  • Combining Simple Rule-based Logic with Decision Trees to Enhance Agent Capabilities
  • Implementing Hybrid Agents in Python
  • Determine Which Decision Tree or Logic Path to Follow
  • Switching Between Rule-based Logic and Decision Trees Depending on Input Complexity
  • Working with Large Language Models (LLMs)
  • GPT-4, Claude, Gemini: Capabilities and Use Cases
  • Fine-tuning vs. API-based Interactions
  • LangChain and AI Workflows
  • Implementing LangChain for AI Agent Development
  • Memory, Chaining, and Knowledge Retrieval
  • Developing an AI Chatbot
  • Integrating NLP Techniques
  • Deploying an AI Chatbot using OpenAI APIs

This course involves extensive practical/hands-on exercises, rigorous usage of real-time case studies, role-playing and group discussion

Examination

Upon completion of the course, participants are required to attempt an examination. This exam tests a candidate’s knowledge and skills related to AI Agent, Python, Gen AI, based on the syllabus covered.

Participants are expected to score a minimum of 70% to pass the examination

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Frequently Asked Questions (FAQ)

Enrolment Process

Each course / event has its own set of pre-requisite. Kindly review the Pre-requisites prior to enrolment.
 
To enrol, you’ll need to Select Your Preferred Batch Above, Add to Cart and Check Out.
 
For corporate, batch enrolment or any specific requirements, do Chat with our Education Officer or Email: hello@casugol.com.

Payment is due immediately upon checkout or upon receipt of the invoice. We accept payment by bank wire transfer, or credit card (Visa, MasterCard).

Enrolment is confirmed only when payment is made and cleared usually within 1 to 3 working days.
 
You can Chat with our Education Officer or Email: hello@casugol.com us to check your enrolment status.

Approximately one weeks prior to the start of the course / event, you will receive an email containing preliminary information and instructions where you can access a detailed schedule.

Payment, Cancellation, and Deferral

For Face-to-Face and Online Zoom- Live, the course fee includes training fees, course material, examination and certification.

Payment is due immediately upon checkout or upon receipt of the invoice. We accept payment by bank wire transfer, or credit card (Visa, MasterCard).

CASUGOL reserve the right to correct errors or omissions without prior notice.
 
We also reserve the right to cancel, discontinue, reschedule, delay, change instructors, or change the mode of delivery with insufficient enrollment and/or any unforeseen circumstances e.g. natural disaster, covid-19, etc...
 
Under such circumstances, CASUGOL will provide an alternative schedule within 48-Hours and there will be NO refund provided.

We also reserve the right to cancel, discontinue, reschedule, delay, change instructors, or change the mode of delivery with insufficient enrollment and/or any unforeseen circumstances e.g. natural disaster, covid-19, etc...
 
Under such circumstances, CASUGOL will provide an alternative schedule within 48-Hours and there will be NO refund provided.
 
You are strongly encouraged to attend the Online Zoom - Session when you return to your home country.
 
For any alternative arrangements or specific requirements, do Chat with our Education Officer or Email: hello@casugol.com.

All withdrawal request must be submitted in writing within 24 hours upon completing the enrolment, before the receipt of the invoice and making of payment. CASUGOL expressly reserves the right to refuse any request for refund for any reason. CASUGOL has no obligation to issue a refund after the grace period of 24 hours.

An Advisor is available at WhatsApp. You can also email us at hello@casugol.com

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