LLM Application Engineering and Development Certification
1.519 students enrolled
This specialization offers a hands-on journey into building and deploying applications powered by Large Language Models (LLMs) and LangChain. Learn to design GenAI workflows using LangChain’s architecture—including chains, memory, agents, and prompts—and integrate advanced models like Flan-T5 XXL and Falcon-7B. Process unstructured data, implement embeddings, and enable semantic retrieval for intelligent applications. Fine-tune LLMs using techniques like PEFT and RLHF, and evaluate performance using benchmarks such as ROUGE, GLUE, and BIG-bench to ensure model reliability. By the end of this program, you will be able to: - Design LLM Workflows: Build scalable GenAI apps using LangChain with memory and agent modules - Process and Retrieve Data: Use loaders, vector stores, and embeddings for semantic search - Fine-Tune and Customize Models: Apply PEFT, RLHF, and dataset structuring for optimization - Evaluate and Scale Applications: Use standard benchmarks and deploy industry-grade LLM tools Ideal for developers, data scientists, and GenAI enthusiasts building advanced, real-world LLM applications.
CERTIFICATEKatılım Sertifikası
FORMAT100% Online
DURATION1 ay
What you'll learn
LangChain
Memory Management
Generative AI
AI Workflows
Embeddings
AI Security
AI Integrations
Prompt Engineering
Model Deployment
Hugging Face
Large Language Modeling
LLM Application
Course Content
4 topics
Kurs 1LangChain and Workflow Design Course
Kurs 2LangChain Course for LLM Application Development
Kurs 3LLM Fine-Tuning and Customization Training
Kurs 4LLM Benchmarking and Evaluation Training
Details
ProviderSimplilearn
TypeCourse
CategoryData Science & AI
LevelBeginner
Duration1 ay
LanguageEnglish
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