LLM Application Engineering and Development Certification Specialization
Hands-on specialization on designing, building, fine-tuning, and evaluating Large Language Model (LLM) applications with LangChain. Learn GenAI workflows, unstructured data processing, embeddings and semantic search, LLM fine-tuning with PEFT/RLHF, and benchmarking with ROUGE, GLUE, and BIG-bench.
What you'll learn
- Design and implement GenAI workflows using LangChain chains, agents, memory, and advanced LLMs
- Process unstructured data with loaders, text splitters, embeddings, vector stores, and semantic search
- Fine-tune and customize LLMs using PEFT, RLHF, supervised learning, and hyperparameter tuning
- Evaluate and benchmark LLM applications using ROUGE, GLUE, BIG-bench and other model evaluation techniques
Skills you'll gain
- Build GenAI workflows using LangChain, chains, agents, memory, and LLMs like Flan-T5 and Falcon-7B
- Fine-tune LLMs with PEFT, RLHF, and hyperparameter tuning for real-world GenAI applications
- Process unstructured data using loaders, text splitters, embeddings, vector stores, and semantic search tools
- Evaluate model output using benchmarks like ROUGE, GLUE, and BIG-bench for reliable performance
- Design scalable LLM workflows and deploy industry-grade GenAI applications
- Create chatbots, summarization tools, and sentiment analysis applications with LangChain
Prerequisites
- • No prerequisites required
Who this course is for
- → Developers interested in building GenAI and LLM-powered applications
- → Data scientists working with NLP and large language models
- → AI and GenAI enthusiasts who want hands-on experience with LangChain and LLM workflows
Provider
Coursera
Related Courses
System Design for Beginners
A free beginner-friendly video course from freeCodeCamp, listed on Class Central, introducing core concepts and practices of system design for software engineers and developers.
Introduction to Python Training
Learn to rapidly develop feature-rich applications in Python using built-in statements, functions, collections, object-oriented features, data accessors, and library modules in this 3-day instructor-led course.
Introduction to Python
Learn Python like a pro from day one—code in a professional IDE with guided setup, instant feedback, and short, focused lessons that build job‑ready Python fundamentals for data science, automation, and software development.
JavaScript Certification
This course teaches core JavaScript programming concepts including variables, functions, objects, arrays, and control flow. You also learn DOM manipulation, event handling, asynchronous and functional programming, and accessibility best practices, culminating in projects and a certification exam.
IT Systems Design and Analysis
Prepare to design, analyze, and evaluate IT systems using data flow diagrams, ERDs, UML, and feasibility analysis. Learn to assess existing systems, identify inefficiencies, compare solution alternatives, and deliver a digital transformation strategy through a hands-on final project.
Programming with JavaScript
Learn the basics of web development with JavaScript, including variables, data types, functions, objects, arrays, DOM manipulation, modern JS features, and writing unit tests with Jest over 5 modules.