RAG & Fine Tuning

Unlock the full potential of large language models with our comprehensive RAG & Fine-Tuning course designed for professionals and businesses looking to build intelligent, context-aware AI applications. This hands-on programme covers Retrieval-Augmented Generation (RAG) architectures, vector databases, embedding strategies, and prompt engineering techniques that enable AI systems to deliver accurate, grounded responses using your own proprietary data. Whether you are building enterprise chatbots, knowledge management systems, or automated research tools, you will gain the practical skills needed to design, deploy, and optimise production-ready RAG pipelines.
Master the art and science of fine-tuning foundation models to meet your organisation's unique requirements. Learn how to prepare high-quality training datasets, apply parameter-efficient fine-tuning methods such as LoRA and QLoRA, evaluate model performance with industry-standard benchmarks, and deploy fine-tuned models at scale. By the end of this course, you will have the expertise to customise large language models for domain-specific tasks, reduce hallucinations, improve response quality, and deliver measurable business value through applied AI solutions.
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WSQ - Mastering AI Agentic RAG and Workflows with No Code
This WSQ Mastering AI Agentic RAG and Workflows with No Code course empowers professionals to build and optimize AI-powered applications without coding expertise. This course explores the fundamentals of AI agentic workflows, retrieval-augmented generation (RAG), and chatbot development using leading no-code platforms such as n8n, Langflow, Agentx, and Microsoft Copilot Studio. Participants will analyze LLM applicati....$900.00 (GST-exclusive)$981.00 (GST-inclusive) -
WSQ - Fine-Tuning LLM Models and RAG
This WSQ Fine-Tuning LLM Models and RAG equips learners with the technical knowledge to build, fine-tune, and deploy custom large language models (LLMs) and retrieval-augmented generation (RAG) systems. Learners will explore core NLP applications powered by transformers and attention mechanisms, gaining hands-on experience with word embeddings, tokenization, and chunking strategies. The course also introduces AI agen....$900.00 (GST-exclusive)$981.00 (GST-inclusive) -
WSQ - Generative AI Model Development and Fine Tuning
In the era of advanced artificial intelligence, the ability to develop and fine-tune Generative AI (GenAI) models is critical for building high-performance, domain-specific solutions. This course, Generative AI Model Development and Fine Tuning, equips learners with the practical skills and technical knowledge to design, optimize, and evaluate modern AI models using cloud-based tools and frameworks. Learners will be....$2,000.00 (GST-exclusive)$2,180.00 (GST-inclusive) -
WSQ - Develop Multi AI Agent Applications with Gemini Agent ADK
Master the development of advanced Artificial Intelligence (AI) solutions by leveraging the power of Google Gemini's Large Language Models (LLMs). This course begins with a comprehensive overview of LLMs, their industrial use cases, and introduces you to Google Gemini. Explore multimodal prompting through Google AI Studio and Vertex AI, gaining practical experience with workflows that integrate Gemini's capabilities.....$900.00 (GST-exclusive)$981.00 (GST-inclusive) -
WSQ - Neo4j Graph Data Science and Large Language Model (LLM)
This comprehensive course is designed to equip participants with the skills to leverage Neo4j Graph Data Science (GDS) and Large Language Model (LLM) technologies to enhance data-mining applications and resolve complex data challenges. Beginning with an introduction to Neo4j GDS, learners will gain an understanding of how GDS operates, including its Graph Catalog and Cypher Projections, setting a solid foundation for....$900.00 (GST-exclusive)$981.00 (GST-inclusive) -
WSQ - Build a Generative AI LLM-Powered Chatbot to Enhance Customer Service
This comprehensive course equips participants with the expertise to evaluate, build, and optimize Large Language Models (LLM) powered chatbots, aimed at transforming customer service operations. Participants will delve into the fundamentals of Generative AI (GAI) and LLM, understand the practical applications of LLM-powered chatbots, and explore various no-code chatbot builders to compare their strengths and limitati....$800.00 (GST-exclusive)$872.00 (GST-inclusive) -
WSQ - Build LLM Applications Using Flowise and LangChain
This course equips learners with the skills to understand, design, and implement Large Language Model (LLM) applications for real-world use. Beginning with an overview of LLMs, participants will explore what LLMs are, identify opportunities for their use, and analyze key business and industry use cases. Learners will then gain hands-on experience in building applications with Flowise, learning its core features to d....$900.00 (GST-exclusive)$981.00 (GST-inclusive) -
Fine-Tuning LLM Model to Supercharge Your Model
Master the art of fine-tuning Large Language Models (LLMs) to build powerful, custom AI solutions tailored to your business needs. This comprehensive course takes you from the foundations of transformer architecture and attention mechanisms through to advanced techniques including Retrieval-Augmented Generation (RAG), Supervised Fine-Tuning (SFT), Parameter Efficient Fine-Tuning (PEFT), and Low-Rank Adaptation (LoRA)....$600.00 (GST-exclusive)$654.00 (GST-inclusive) -
Pydantic for Structured Data Validation in LLM Workflows
Master the art of building reliable, production-ready LLM applications with Pydantic for structured data validation. This hands-on course teaches you how to move beyond free-form AI text outputs and implement robust validation schemas that ensure every response from large language models is accurate, complete, and ready for downstream processing. Learn to design structured output schemas, parse and validate JSON resp....$350.00 (GST-exclusive)$381.50 (GST-inclusive) -
Neo4j Graph Data Science and LLM
Embark on a journey into the world of graph data science with our cutting-edge course on Neo4j Graph Data Science and LLM. This course is designed for professionals and enthusiasts eager to master the intricacies of graph databases and leverage the power of Large Language Models (LLM) in data science. Through a carefully structured curriculum, participants will explore the fundamentals of Neo4j, the leading graph dat....$600.00 (GST-exclusive)$654.00 (GST-inclusive) -
Build Large Language Models (LLM) and Deep Learning Applications with Keras 3
The Build Large Language Models (LLM) and Deep Learning Applications with Keras 3 course is an all-encompassing program for AI practitioners aiming to advance their skills in natural language processing and computer vision. Starting with an overview of Keras 3’s versatile architecture, participants will dive into backend integrations with TensorFlow, PyTorch, and JAX, explore KerasHub for pretrained models, and....$1,200.00 (GST-exclusive)$1,308.00 (GST-inclusive)








