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Machine Learning, Deep Learning & Generative AI Bootcamp Intermediate

The Machine Learning, Deep Learning & Generative AI Bootcamp equips aspiring AI engineers and machine learning engineers with practical skills in Python, neural networks, LLMs, RAG, and agentic workflows to solve the industry-wide challenge of deploying production-ready AI systems. With demand for AI specialists projected to grow 21% annually through 2030, this open-source program delivers hands-on training in modern AI stack development, from data pipelines to deployment.

Preparation for the NVIDIA Certified Associate: Generative AI LLMs (NCA-GENL) certification is enhanced through Koenig’s 30-day lab access, enabling real-world experimentation. Learners gain portfolio-ready projects that demonstrate mastery, positioning them for roles in AI engineering and research with leading technology firms.

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

Training Formats & Pricing

1-on-1 USD 5,800
Dedicated instructor, your schedule Fastest
Public Batch USD 4,500
Group class, fixed schedule Most Popular
Self-Paced On Request
Recorded sessions, learn anytime Best Value

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Course Overview

The Machine Learning, Deep Learning & Generative AI Bootcamp by Open Source is a comprehensive 14-week curriculum designed for AI engineers, ML engineers, and software developers targeting roles in generative AI, agentic systems, and RAG (Retrieval-Augmented Generation) platforms. This open-source training program delivers end-to-end mastery of modern AI engineering, covering core topics from document ingestion and embeddings to vector search, production-grade RAG systems, and multi-agent coordination. Designed as a professional-grade alternative to paid bootcamps, it serves as a direct pathway to the AIDeeva certification, a recognized credential for AI practitioners. With 84% of students already using AI tools but only 18% feeling professionally prepared, this course bridges the skills gap demanded by leading tech employers like Google, OpenAI, and NVIDIA.

Students engage with a robust suite of industry-standard tools and platforms, including FAISS for vector search, Docker for containerized environments, and Python-based ML frameworks for building scalable AI systems. The hands-on lab component is structured around real-world deliverables, where learners configure document ingestion pipelines for text and scanned PDFs, implement hybrid retrieval systems with metadata filtering, and build production-ready RAG APIs with source grounding. Using a local development environment enhanced with CI/CD-ready infrastructure, students complete a capstone project involving multi-agent coordination and system deployment, complete with observability, cost monitoring, and security guardrails. This practical experience ensures graduates can demonstrate portfolio-worthy projects aligned with current AI engineering standards.

By completing the Machine Learning, Deep Learning & Generative AI Bootcamp, learners are well-prepared for the AIDeeva certification, which validates expertise in generative models, agentic patterns, and production AI systems. The curriculum’s alignment with real-world engineering practices makes it highly valued by hiring teams at frontier AI labs, where professionals in this domain report median career advancements of 30–50%. Koenig Solutions enhances this learning journey with 1-on-1 training support and Guaranteed-to-Run scheduling, ensuring access to official courseware and expert instruction. Graduates emerge ready to lead AI initiatives, design scalable LLM platforms, and drive innovation in next-generation AI product teams.

What You'll Learn

Design generative AI models using Open Source frameworks to create innovative AI solutions tailored to your needs.
Implement deep neural networks for image and text classification, enabling accurate and efficient data analysis.
Build LLM-powered agents with Open Source tooling to automate complex tasks and enhance productivity.
Deploy machine learning models in Open Source cloud environments for scalable and reliable AI applications.
Apply MLOps practices with Open Source CI/CD pipelines to streamline model development and deployment processes.
Optimize transformer models using Open Source techniques to improve performance and reduce computational costs.

Prerequisites

Recommended knowledge before taking this course
  • Fundamental Knowledge of Python or Similar Programming Language: A basic understanding of Python or a similar programming language is essential. You should be familiar with fundamental programming concepts such as variables, data types, loops, and functions.
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Certification Exam

Everything you need to know about the Machine Learning, Deep Learning & Generative AI Bootcamp certification exam

Exam Details
Exam Name
Machine Learning, Deep Learning & Generative AI Bootcamp
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
N/A
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Course Curriculum

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

1
Day 1– Fundamentals of LLMs
Defining Open Source Machine Learning, Deep Learning & Generative AI Bootcamp Core concepts of Large Language Models Strategic advantages of using LLMs Real-world industry applications of LLMs Mastering Google Gemini AI capabilities Analyzing advanced Multimodal LLM architectures
2
Day 2– Word Vectors and Context
Mastering essential word vector concepts Analyzing complex word-vector relationships Contextual importance within modern LLMs Transforming vector data in LLM responses Deep dive into Transformers Architecture Self-attention and Multi-head attention mechanisms Introduction to scalable Vision Transformers
3
Day 3– Prompt Engineering Mastery
Introduction to professional prompt engineering Implementing effective in-context learning Advanced few-shot prompting techniques Best practices for optimized prompt design Managing critical LLM token limits Practical prompt engineering design exercises
4
Day 4– RAG and LLM Architecture
Introduction to Retrieval Augmented Generation Enterprise-grade LLM architecture deployment Visualizing LLM pipelines and architecture Comparing RAG, Fine-tuning, and Prompting Key performance benefits of RAG Similarity search for data retrieval LSH and kNN indexing strategies Advanced incremental indexing techniques
5
Day 5– Applied Project Development
Configuring dependencies and environment prerequisites Building a secure Dropbox RAG application Developing realtime discounted product fetchers Deploying RAG with local model instances Integrating Pathway with LlamaIndex and LangChain Technical problem statement review sessions Collaborative project idea brainstorming Final project submission and guidelines

What's Included in Your Training

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

Career Outcomes

88%

of Machine Learning, Deep Learning & Generative AI Bootcamp certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Machine Learning, Deep Learning & Generative AI Bootcamp 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
  • Machine Learning Engineer
  • Generative AI Engineer
  • Deep Learning Specialist
  • AI Research Engineer
  • NLP Engineer
  • MLOps Engineer

Companies Hiring

5,000+
Google Microsoft Amazon OpenAI Anthropic NVIDIA Meta IBM Goldman Sachs JPMorgan Chase

and 5,000+ organizations worldwide seeking Machine Learning, Deep Learning & Generative AI Bootcamp 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
95%
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1M+
Professionals Trained
  • ★★★★★

    “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
  • ★★★★★

    “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
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