Certifying Training
Data Science & Machine Learning Bootcamp
Intensive technical bootcamp to become a data scientist. Learn Python for AI, Machine Learning algorithms, model deployment, and realize a complete AI project from A to Z.
Duration
8 weeks part-time (56 hours) or 2 weeks intensive
Audience
Analysts, Developers, IT Professionals
Languages
English
Format
Remote or Hybrid
Learning objectives
- Master Python for data science (Pandas, NumPy, Scikit-learn)
- Understand and implement main ML algorithms
- Train, evaluate, and optimize Machine Learning models
- Manipulate and clean real datasets
- Deploy an AI model in production (API, Docker)
- Lead an end-to-end AI project with methodology
Detailed program
Module 1: Fundamentals (2 weeks)
- Introduction to Python for data science
- Data manipulation with Pandas
- Visualization with Matplotlib and Seaborn
- Descriptive and inferential statistics
- Project: Analyze a dataset and produce insights
Module 2: Supervised Machine Learning (2 weeks)
- Linear and logistic regression
- Decision trees, Random Forests, Gradient Boosting
- Model evaluation: metrics, cross-validation
- Feature engineering and variable selection
- Project: Build a predictive model
Module 3: Unsupervised ML & Deep Learning (2 weeks)
- Clustering (K-means, DBSCAN)
- Dimensionality reduction (PCA, t-SNE)
- Introduction to neural networks (TensorFlow/PyTorch)
- Transfer learning and fine-tuning
- Project: Classify images with a CNN
Module 4: MLOps and deployment (1 week)
- Model and data versioning
- ML API deployment with FastAPI
- Containerization with Docker
- Monitoring and retraining
- Project: Deploy a model in production
Module 5: Final Project (1 week)
- Design and realization of a complete AI project
- Presentation before a jury of experts
- Code review and best practices
Pricing
€3,990 excl. tax / person (inter) · €12,000 excl. tax / group (intra, up to 10 participants)
Prerequisites
Programming basics required (Python recommended)
Sectors
Tech, Data, IT
Accessibility
Training accessible to people with disabilities. Contact our disability referent to adapt arrangements: accessibilite@ikasia.ai
Custom training for your organization?
Our programs are fully customizable. We adapt content, duration, and practical cases to your sector and specific challenges.