Objectives of the training
Learn how to manipulate corpora, train models, and integrate NLP solutions into concrete projects.Targeted audience
• AI developers and engineers • Data scientists • IT project managersPrerequisite
• Basic knowledge of Python. • Understanding of machine learning or data science. • Comfortable with digital tools and development environments.Trainers
Benefits for Participants
• Understand the fundamentals of NLP and its challenges.
• Handle text corpora and perform preprocessing.
• Use NLP libraries such as spaCy, NLTK, or Transformers.
• Design models for classification, generation, or information extraction.
• Integrate NLP solutions into business projects (e.g., chatbots, feedback analysis).
Course architecture
Fundamentals of NLP
Chapter 1: Introduction to NLP
• Definition and history
• Areas of application: healthcare, HR, legal, marketing, etc.
Chapter 2: Text Preprocessing
• Tokenization, lemmatization, stemming
• Text data cleaning
• Stop words and normalization
Chapter 3: Text Representation
• Bag of Words, TF-IDF
• Word embeddings: Word2Vec, GloVe
Workshop 1: Cleaning and vectorizing a text corpus
Manipulating a dataset (e.g., customer reviews or resumes) with NLTK and scikit-learn
Modeling and information extraction
Chapter 4: Text classification models
• Naive Bayes, SVM, neural networks
• Performance evaluation
Chapter 5: Information extraction
• Named entity recognition (NER)
• Extraction of relationships and keywords
Chapter 6: Sentiment analysis
• Supervised methods and lexicons
• Use cases: customer feedback, social networks
Workshop 2: Creating a sentiment classification model
Training a model on product reviews or user comments
Advanced NLP and integration
Chapter 7: NLP with Transformer models
• Introduction to BERT, GPT, RoBERTa
• Fine-tuning and transfer learning
Chapter 8: Text generation and chatbots
• Generative models
• Designing a simple conversational assistant
Chapter 9: Deployment and integration
• NLP APIs (Hugging Face, spaCy)
• Integration into a web or mobile application
Workshop 3: Creating a mini chatbot with Hugging Face Transformers
Developing a conversational assistant to answer HR or medical questions
Pedagogical details
Type of training
Private or personalized training
Do you have several employees interested in the same training course? Whether in person at your offices or remotely in virtual mode, we offer private training courses tailored to your team's needs. Group rates are available. Contact us for more details or request a quote online.
Request a quotePrivate or personalized training
Do you have several employees interested in the same training course? Whether in person at your offices or remotely in virtual mode, we offer private training courses tailored to your team's needs. Group rates are available. Contact us for more details or request a quote online.
Request a quote