Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction to DeepSeek LLM Fine-Tuning
- Overview of DeepSeek models, e.g., DeepSeek-R1 and DeepSeek-V3.
- Understanding the need for fine-tuning LLMs.
- Comparison of fine-tuning versus prompt engineering.
Preparing the Dataset for Fine-Tuning
- Curating domain-specific datasets.
- Data preprocessing and cleaning techniques.
- Tokenization and dataset formatting for DeepSeek LLM.
Setting Up the Fine-Tuning Environment
- Configuring GPU and TPU acceleration.
- Setting up Hugging Face Transformers with DeepSeek LLM.
- Understanding hyperparameters for fine-tuning.
Fine-Tuning DeepSeek LLM
- Implementing supervised fine-tuning.
- Using LoRA (Low-Rank Adaptation) and PEFT (Parameter-Efficient Fine-Tuning).
- Running distributed fine-tuning for large-scale datasets.
Evaluating and Optimizing Fine-Tuned Models
- Assessing model performance with evaluation metrics.
- Handling overfitting and underfitting.
- Optimizing inference speed and model efficiency.
Deploying Fine-Tuned DeepSeek Models
- Packaging models for API deployment.
- Integrating fine-tuned models into applications.
- Scaling deployments with cloud and edge computing.
Real-World Use Cases and Applications
- Fine-tuned LLMs for finance, healthcare, and customer support.
- Case studies of industry applications.
- Ethical considerations in domain-specific AI models.
Summary and Next Steps
Requirements
- Experience with machine learning and deep learning frameworks.
- Familiarity with transformers and large language models (LLMs).
- Understanding of data preprocessing and model training techniques.
Audience
- AI researchers exploring LLM fine-tuning.
- Machine learning engineers developing custom AI models.
- Advanced developers implementing AI-driven solutions.
21 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3900 € + VAT*
Contact us for an exact quote and to hear our latest promotions
