Certificate »Textmining & Large Language Models« (Foundation Level)

The "Text Mining & Large Language Models" certificate certifies practical knowledge of modern text mining methods.

A person with the "Textmining & Large Language Models" certificate

• is informed about the basics of text comprehension in the context of ML,
• knows how data must be pre-processed in this context and can design and implement classifiers for text processing,
• is familiar with semantic similarity,
• knows the architecture of Transformer, BERT and GPT and can use them for information extraction tasks
• and knows the design principles and application areas of text mining and large language models.

Target group

Data scientists and analysts who want to expand their skills in analyzing texts and generating new texts. Software developers and software architects who need advanced solutions and toolkits for recognizing and synthesizing meaning in texts (NLU Natural Language Understanding).

• Deep Text Analytics
• Representation of word meanings through embeddings
• Classification of documents
• Language models for generating new texts
• Models for the transformation and translation of word sequences with transformers
• Applications of large language models: relation extraction, summarization, etc.
• Multilingual models and retrieval
• Dialog systems for and multimedia models