Gen AI for All - Expert
Completed by Taita Iliya on May 22, 2025
Verified learner ·
Badge ID: ceNIwPvfQUGjSMD73yFB0Q
About this Badge
Learn to fine-tune large language models (LLMs) using your own data, enhance search experiences with advanced retrieval techniques, and build diffusion-based generative AI models from scratch. Gain hands-on coding skills to train, evaluate, and optimize AI models, while also learning how to develop practical AI-powered applications like conversational chatbots. By the end of this learning experience, you will be equipped to create, adapt, and apply AI models for real-world solutions.
Learning objectives
- Build and optimize diffusion models from scratch, incorporating neural networks for noise prediction and personalized image generation.
- Develop and customize a Q&A chatbot using OpenAI's ChatGPT, tailored to specific environments like libraries.
- Leverage large language models for enhanced semantic search, implementing techniques like dense retrieval and reranking.
- Finetune large language models with custom data to improve model performance and update neural network weights.
Skills learned
- Artificial Intelligence and Machine Learning (AI/ML)
- Artificial Neural Networks
- Web Analytics and SEO
- Natural Language Processing
- Machine Learning Methods
- Applied Machine Learning
- Text Mining
- Generative AI
- Artificial Intelligence
- Performance Tuning
- Semantic Web
- Python Programming
- Deep Learning
- Image Analysis
- Big Data
- Algorithms
- ChatGPT
- Jupyter
- OpenAI
- Data Processing
- Information Architecture
- Application Development
- PyTorch (Machine Learning Library)
- Application Programming Interface (API)
- Sampling (Statistics)
Learning content completed
Some of the content and skills presented have been contributed by the content provider.