ML, Deep Learning & GenAI: Transformers & RAG 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.
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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
Prerequisites
- 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.
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of ML, Deep Learning & GenAI: Transformers & RAG certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the ML, Deep Learning & GenAI: Transformers & RAG certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- Machine Learning Engineer
- Generative AI Engineer
- Deep Learning Specialist
- AI Research Engineer
- NLP Engineer
- MLOps Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking ML, Deep Learning & GenAI: Transformers & RAG certified professionals
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
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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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★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
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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.”
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“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
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