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AI & Generative AI Bootcamp with Python and Azure Intermediate

The AI & Generative AI Bootcamp by Open Source equips developers, data scientists, and AI engineers with practical skills in fine-tuning, deploying, and optimizing open-source generative AI models for text, image, and multi-modal applications. It solves the critical industry gap in hands-on expertise with open models, as 74% of enterprises now prioritize open-weight AI to avoid vendor lock-in. Learners gain mastery in Hugging Face, LangChain, Stable Diffusion, and RAG pipelines through project-based training.

This bootcamp prepares learners for the Open Generative AI: Build with Open Models and Tools Professional Certificate on Coursera, featuring Koenig’s 30-day lab access for continuous practice. Graduates build portfolio-ready applications, enabling career advancement into high-demand roles like Generative AI Developer and AI Engineer.

120 Hours (15 Days)
Live Online / Classroom
3+ professionals trained

Training Formats & Pricing

1-on-1 USD 5,650
Dedicated instructor, your schedule Fastest
Public Batch USD 4,500
Group class, fixed schedule Most Popular
Self-Paced USD 199
Recorded sessions, learn anytime Best Value

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Course Overview

The AI & Generative AI Bootcamp by Open Source is a comprehensive, hands-on training program designed for aspiring AI engineers, data scientists, and software developers aiming to master the latest advancements in artificial intelligence. While no formal certification exam is tied directly to this course, it aligns closely with industry-recognized skills validated in roles such as Machine Learning Engineer, AI Solutions Developer, and NLP Specialist. With 78% of enterprises now adopting generative AI technologies according to Gartner’s 2024 report, this bootcamp equips learners with in-demand competencies to build production-grade AI systems. It is ideal for professionals seeking to transition into AI-focused roles or enhance their existing technical expertise with practical, real-world applications in generative models and intelligent agent design.

Participants in the AI & Generative AI Bootcamp engage deeply with key open-source tools and platforms including LangChain, Hugging Face, Ollama, LlamaIndex, Vector Databases, and CrewAI for building AI agents. The curriculum emphasizes hands-on learning through labs conducted in Jupyter Notebooks and Google Colab, where students configure and deploy real applications such as retrieval-augmented generation (RAG) pipelines, fine-tuned language models, and autonomous AI agent workflows. A signature project involves building a RAG-powered search application using local LLMs like Llama or Gemma, integrating external APIs, and implementing prompt engineering techniques to deliver accurate, context-aware responses. These exercises simulate real-world development scenarios, ensuring graduates can immediately contribute to AI initiatives in production environments using the full-stack toolkit of modern generative AI.

By completing the AI & Generative AI Bootcamp, learners gain the practical expertise needed to pursue roles in high-growth AI sectors, with Glassdoor reporting an average salary of $147,000 for AI Engineers in the United States. The program prepares participants for success not only through technical mastery but also via Koenig Solutions’ Guaranteed-to-Run training model, which ensures course availability with flexible 1-on-1 instructor support and official open-source curriculum alignment. Graduates leave with a portfolio of working AI applications, positioning them to lead innovation in generative AI across industries. This bootcamp serves as a launchpad for a future-proof career at the forefront of technological transformation, empowering learners to build, deploy, and manage next-generation intelligent systems.

What You'll Learn

Design effective prompt engineering strategies for Open Source large language models (LLMs) to improve response accuracy and relevance. Implement retrieval-augmented generation (RAG) pipelines using Open Source vector databases to enhance data retrieval efficiency. Deploy Open Source LLM applications with tools like LangChain and LlamaIndex, enabling scalable and customizable AI solutions. Optimize retrieval-augmented generation for real-time data streams, ensuring timely and accurate information delivery. Secure Open Source LLM applications against prompt injection attacks, safeguarding sensitive data and maintaining trust. Troubleshoot LLM performance issues using Open Source monitoring tools to maintain high reliability and responsiveness. This Open Source AI & Generative AI Bootcamp offers practical skills to leverage open-source tools, empowering you to build innovative, secure, and efficient AI applications. Join over 10,000 learners who have upgraded their AI skills since 2020 and stay ahead in the rapidly evolving AI landscape.

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Python 3.10 or 3.11, including writing and executing scripts, is essential for mastering the AI & Generative AI Bootcamp by Open Source. This skill helps you develop and test AI models efficiently.
  • Experience with pip package manager for installing and managing Python dependencies is crucial. It ensures smooth setup and integration of AI libraries during the AI & Generative AI Bootcamp.
  • Working knowledge of Git for version control, including cloning repositories and managing commits, is vital. It enables collaboration and code management in the AI & Generative AI Bootcamp by Open Source.
  • Familiarity with OpenAI API or similar hosted LLM platforms (like Gemini or Together AI) for model inference is recommended. This knowledge accelerates your ability to deploy AI solutions after completing the AI & Generative AI Bootcamp.
  • Ability to use Docker for containerizing applications or Windows Subsystem for Linux (WSL) on Windows systems is beneficial. It streamlines deployment and testing in the AI & Generative AI Bootcamp by Open Source.
  • Basic understanding of Unix-like operating environments (Linux, macOS) for development and deployment is helpful. It prepares you for working efficiently during the AI & Generative AI Bootcamp.
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Certification Exam

Everything you need to know about the AI & Generative AI Bootcamp with Python and Azure certification exam

Exam Details
Exam Name
AI & Generative AI Bootcamp with Python and Azure
Exam Cost
Included in tuition
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Unlimited project iterations until mastery
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AI & Generative AI Bootcamp with Python and Azure

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Generative AI and LLMs
Core Generative AI concepts How LLMs process data Python environment setup for AI Evaluating Llama 3 and Mistral architectures Ethical and Responsible AI Prompt Engineering essentials Advanced prompt design strategies Building text generation tools using PyTorch
2
Day 2– AI Architecture and Foundation
Meta Llama 3 family overview Multimodal LLM comparative analysis Transformers architecture deep dive Vision Transformers technical introduction Optimizing LLM response context Word vector relationship mapping Token limit efficiency strategies Neural network fundamentals
3
Day 3– Developing Generative AI Applications
Creating interactive chat bots with LangChain Vector-based search application development Building image generation software Low-code AI app deployment Integrating AI function calling User-centric AI design patterns Securing modern AI applications Managing AI lifecycle workflows
4
Day 4– Advanced AI & Generative AI Bootcamp Techniques
Retrieval Augmented Generation (RAG) with LlamaIndex Vector Database RAG implementation using FAISS Open Source model deployment Hugging Face model integration Building AI Agent frameworks Fine-tuning LLM performance Small Language Model development Working with Mistral models
5
Day 5– Real-World AI & Generative AI Bootcamp Projects
Configuring project dependencies Deploying Open Source RAG applications Realtime data fetcher development Advanced few-shot prompting Similarity search engine implementation LSH and kNN indexing Incremental indexing optimization Solving real-world AI problems

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

82%

of AI & Generative AI Bootcamp with Python and Azure certified professionals report career advancement within 6 months

Salary Impact

+25%

Average salary increase reported after obtaining the AI & Generative AI Bootcamp with Python and Azure certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Engineer
  • Generative AI Specialist
  • Machine Learning Engineer
  • Prompt Engineer
  • AI Research Scientist
  • NLP Engineer

Companies Hiring

5,000+
Google Microsoft OpenAI Meta Amazon Accenture Deloitte NVIDIA IBM JPMorgan Chase

and 5,000+ organizations worldwide seeking AI & Generative AI Bootcamp with Python and Azure certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
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1M+
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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

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    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

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    CISO, Financial Services

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  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

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    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

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    AI Engineer

    AI-102 Certified ✓ Verified
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    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

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    Data Platform Engineer

    DP-600 Certified ✓ Verified
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    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the AI & Generative AI Bootcamp with Python and Azure training course

Is the certification exam included in the AI & Generative AI Bootcamp by Open Source, and what is the exam fee?
The certification exam is not included in the AI & Generative AI Bootcamp by Open Source and must be purchased separately. Exam vouchers start at USD 55+, as listed in Koenig Solutions' fee breakdown for generative AI courses, and are available as optional add-ons during your enrollment process.
What training formats are available for the AI & Generative AI Bootcamp, and is Guaranteed-to-Run scheduling offered?
The AI & Generative AI Bootcamp is available in live online 1-on-1, public instructor-led, and self-paced Flexi formats via Koenig Solutions. All public batches are Guaranteed-to-Run (GTR), which ensures your training proceeds even with a single registrant, providing you with absolute scheduling reliability and peace of mind.
How long is lab access provided for the AI & Generative AI Bootcamp, and what type of environment is used?
Lab access for the AI & Generative AI Bootcamp is provided for 30 days post-training, following Koenig's standard policy. You will use a cloud-based, instructor-led environment featuring real-world tools, allowing you to gain practical experience with essential technologies like Azure AI and RAG systems.
What is Koenig's rescheduling and cancellation policy for the AI & Generative AI Bootcamp?
Koenig allows free rescheduling of the AI & Generative AI Bootcamp with at least 7 days' notice. Cancellations or rescheduling requests within 10 days of the start date incur a 50% fee. Per Koenig's terms, the same training session can be rescheduled only once.
What is the exam format, number of questions, time limit, and passing score for the AI & Generative AI Bootcamp certification?
The AI & Generative AI Bootcamp does not lead to a specific vendor exam, but Koenig's programs prepare you for industry tests. External certifications often feature 65 questions, a 90-minute time limit, and a 750/1000 passing score, such as those required for AWS AIP-C01 credentials.
How long is the certification from the AI & Generative AI Bootcamp valid, and what is the renewal process and cost?
The AI & Generative AI Bootcamp by Open Source provides a Koenig course completion certificate without expiration. For vendor-specific certifications like AWS or Databricks, validity is typically 2–3 years. Renewal requires retaking the exam at full cost, which generally ranges between $200 and $300.
What post-training support is provided after completing the AI & Generative AI Bootcamp?
After completing the AI & Generative AI Bootcamp, Koenig offers 30 days of support, including 6 hours of free trainer consultation and 6 months of video access. You also receive session recordings and practice test questions. Email flexi@koenig-solutions.com to schedule your dedicated doubt-clearing sessions.
What are the prerequisites or experience needed to enroll in the AI & Generative AI Bootcamp?
The AI & Generative AI Bootcamp recommends basic Python knowledge for optimal results, though it remains open to all learners. This course is built for IT professionals, data scientists, and developers aiming to master generative AI, with no strict prerequisites required for your enrollment.
What is the duration and structure of the AI & Generative AI Bootcamp course?
The AI & Generative AI Bootcamp spans 120 hours of live training covering Python, machine learning, Azure AI, NLP, and model fine-tuning. The structure includes hands-on labs, capstone projects, and practical assessments, designed to build your real-world generative AI implementation skills effectively.
How does the AI & Generative AI Bootcamp impact career growth and earning potential?
Completing the AI & Generative AI Bootcamp prepares you for roles like AI Specialist and Generative AI Developer. Certified experts in this field command average salaries of $145,000 annually in North America, according to Koenig's career outcomes data for professional generative AI training programs.
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