Build an LLM: Transformers, Distributed Training & LoRA
The Koenig Original course "Build an LLM: Transformers, Distributed Training & LoRA" equips AI engineers, data scientists, and machine learning developers with end-to-end skills to design, train, and deploy custom large language models, solving the critical industry challenge of adapting foundational models to domain-specific tasks. With 102+ professionals already trained and demand for LLM expertise growing across tech and enterprise sectors, this 40-hour program delivers hands-on mastery in transformer architecture, distributed training using DeepSpeed and FSDP, and parameter-efficient fine-tuning via LoRA.
This course prepares learners for emerging professional recognition in generative AI, leveraging Koenig’s Guaranteed-to-Run scheduling and 30-day lab access. Graduates gain verifiable expertise to lead AI innovation, deploying optimized LLMs that drive real-world business solutions and advance careers in high-impact AI engineering roles.
Training Formats & Pricing
Available in all languages Fastest
Available in all languages Most Popular
Available in all languages — delivered within 24 hours Best Value
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Build an LLM: Transformers, Distributed Training & LoRA course by Koenig Original is a comprehensive 40-hour program designed for AI engineers, machine learning researchers, and data scientists aiming to master the end-to-end development of large language models. While no formal certification exam is tied directly to this Koenig Original curriculum, it equips professionals with skills aligned to advanced roles in generative AI development. The demand for LLM expertise is surging, with job postings for specialized LLM engineers increasing by over 300% year-over-year according to industry labor analytics. This course specifically serves individuals targeting roles such as LLM Engineer, NLP Research Scientist, or AI Infrastructure Specialist, providing deep technical grounding in building custom models rather than relying solely on API-based solutions.
Participants engage with key technologies including PyTorch Distributed, DeepSpeed, Fully Sharded Data Parallel (FSDP), Hugging Face Transformers, and LoRA (Low-Rank Adaptation) for efficient fine-tuning. The hands-on lab environment features an interactive training interface where students build a decoder-only transformer from scratch, configure hyperparameters, and visualize real-time model behavior including attention heatmaps and loss landscapes. Using frameworks like vLLM and SentencePiece tokenization, learners complete a capstone project involving pre-training a small-scale LLM on custom text data followed by supervised fine-tuning using prompt-response pairs, simulating real-world scenarios encountered in enterprise AI product development.
While the Build an LLM: Transformers, Distributed Training & LoRA course does not map to a vendor-issued certification, its practical rigor supports preparation for advanced AI engineering roles recognized across the tech industry. Professionals with these skills command competitive compensation, with mid-level LLM engineers earning between $155,000 and $225,000 base salary in the U.S., rising significantly at senior levels per 2026 market data. A key differentiator at Koenig Solutions is the Guaranteed-to-Run delivery model, ensuring enrolled students receive their training without cancellation. Graduates emerge ready to lead in-house LLM development, optimize distributed training pipelines, or contribute to cutting-edge AI research initiatives in high-impact domains.
What You'll Learn
Prerequisites
- Proficiency in Python programming including experience with NumPy and pandas
- Solid understanding of deep learning concepts and neural network architectures
- Practical experience with PyTorch or an equivalent deep learning framework
- Familiarity with transformer architecture components such as self-attention mechanisms and positional encoding
- Knowledge of tokenization techniques including BPE and SentencePiece
- Understanding of distributed training concepts such as data parallelism, model parallelism, and pipeline parallelism
Certification Exam
Everything you need to know about the Build an LLM: Transformers, Distributed Training & LoRA certification exam
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 Build an LLM: Transformers, Distributed Training & LoRA certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the Build an LLM: Transformers, Distributed Training & LoRA certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- LLM Engineer
- NLP Engineer
- AI Research Engineer
- Fine-Tuning Specialist
- Distributed Training Engineer
- Generative AI Developer
Companies Hiring
and 5,000+ organizations worldwide seeking Build an LLM: Transformers, Distributed Training & LoRA certified professionals
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
-
★★★★★
“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 -
★★★★★
“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
Frequently Asked Questions
Everything you need to know about the Build an LLM: Transformers, Distributed Training & LoRA training course
Is the certification exam included in the course fee for Build an LLM: Transformers, Distributed Training & LoRA by Koenig Original, and what is the cost?
What training formats are available for Build an LLM: Transformers, Distributed Training & LoRA, and is Guaranteed-to-Run scheduling offered?
How long is lab access provided after completing Build an LLM: Transformers, Distributed Training & LoRA, and what environment is used?
What is the rescheduling and cancellation policy for Build an LLM: Transformers, Distributed Training & LoRA at Koenig?
What is the format, time limit, and passing score of the certification exam for Build an LLM: Transformers, Distributed Training & LoRA?
How long is the Build an LLM certification valid, and what is the renewal process for Koenig Original students?
What post-training support does Koenig provide after completing Build an LLM: Transformers, Distributed Training & LoRA?
What are the prerequisites or recommended experience levels for enrolling in Build an LLM: Transformers, Distributed Training & LoRA?
What salary increase or career impact can professionals expect after completing Build an LLM: Transformers, Distributed Training & LoRA?
How does Koenig's instructor-led Build an LLM training compare to self-study in terms of outcomes and efficiency?
Still have questions?
Chat with a Training Advisor →Resources
Learn more about Build an LLM: Transformers, Distributed Training & LoRA before you enroll
Top Benefits of Getting a Team Building Certification
In today's fast-paced, hybrid work environment, teams are the backbone of organizational success. Whether you're managing a remote team or l…
Read GuideThe Role of Telecommunication Courses in Building a Sustainable Future
The global push toward sustainability has reshaped industries, and telecommunications is no exception. With increasing demand for efficient…
Read ArticleHow Team Building Training Enhances Communication Skills
In today’s fast-paced and interconnected workplace, effective communication is more crucial than ever. Organizations that prioritize communi…
Read ArticleHappiness Guarantee
We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.
