Master OpenAI APIs and build end-to-end AI applications for production use
This advanced training course offers an intensive immersion into applied NLP and the use of OpenAI APIs, including ChatGPT, fine-tuning, and image generation with DALL·E 2. Participants will learn to design, optimize, and deploy comprehensive AI applications.
Is it for you ?
Developers, data scientists, AI engineers, and technical architects working on advanced AI projects.
Prerequisites
Strong Python skills, understanding of generative models and NLP, experience with REST APIs
What You'll Walk Away With
- ✓ Design advanced NLP architectures based on OpenAI APIs
- ✓ Optimize, fine-tune, and evaluate specialized models
- ✓ Configure and integrate ChatGPT and DALL·E 2 APIs into professional applications
- ✓ Deploy and monitor complete AI pipelines
Training content
1 Advanced NLP Fundamentals + OpenAI API
- Modern NLP architectures: LLMs, embeddings, advanced prompt engineering
- Detailed presentation of OpenAI APIs (Chat Completions, Embeddings, Files)
- Building an advanced chatbot via the ChatGPT API
- Managing memory, context, rules, and behaviors
2 Lab / Exercise:
Development of a comprehensive conversational copilot based on the ChatGPT API.
Key points & takeaways:
- Mastery of OpenAI APIs
- Designing an advanced chatbot
3 Fine-tuning and NLP Pipelines
- Fine-tuning OpenAI models: data, formats, best practices
- Evaluation, metrics, and optimization
- Building a complete NLP pipeline: ingestion, vectorization, model calls
- Integrating a fine-tuned model into an application
4 Lab / Exercise:
Implementing fine-tuning + a complete NLP pipeline.
Key points & takeaways:
- Mastery of advanced fine-tuning
- Knowing how to industrialize an NLP pipeline
5 Image Generation + AI Application Deployment
- DALL·E 2 API: generation, styles, constraints, optimization
- Combining text + image in AI workflows
- Deploying an AI application (API, simple front-end, monitoring)
- Security, governance, operational limits
6 Lab / Exercise:
Creating a complete AI application combining a chatbot + fine-tuning + image generation.
Key points & takeaways:
- Mastery of DALL·E, ChatGPT, and fine-tuning APIs
- Ability to deploy an end-to-end AI application
📌 Practical information
Our training sessions are offered in Montreal or Quebec City, in person or in a virtual classroom. Dates and locations are specified when you select your session below. If you have any questions, check out our FAQ.
