{ Technological transfer }
Un grand nombre d’avancées technologiques en apprentissage statistique sont de nature théorique. Epoch-intelligence se nourrit de ces développements pour produire de nouvelles techniques.
{ Homemade solutions }
Epoch-intelligence conçoit, élabore et produit ses propres solutions aux problèmes modernes de l’apprentissage statistique. Elles seront progressivement utilisées dans les expertises proposées aux entreprises ainsi que dans les formations.
Trainings
Epoch-intelligence offers a rigorous training program covering a broad spectrum of data science.
Our training programs range from beginners in R to the latest advances in machine learning for experienced engineers and researchers.
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{ A strong theoretical base }
La philosophie de nos formations est de transmettre une compréhension profonde des mécanismes utilisés dans les méthodes statistiques modernes afin de rendre les stagiaires autonomes dans leurs futurs projets.
{ Suitable applications }
Que vous soyez un industriel, un laboratoire ou une compagnie d’assurance, les applications sont adaptées au domaine spécifique de votre entreprise.
{ Bring your data }
Une séance finale de 2h est prévue pour chaque formation afin que les stagiaires puissent appliquer les méthodes étudiées sur leurs propres données.
{ A practical approach }
Toutes les notions introduites sont mises en application via des travaux pratiques sur machine. Les stagiaires sont à la fois guidés et mis en autonomie afin de s’approprier pleinement les méthodes.
{ A custom-made offer }
At your request, it is possible to create a training program fully customized and jointly developed.
{ We come to you }
Que ce soit dans vos locaux ou ailleurs, les formateurs se déplacent pour vous former dans votre ville. Nous favorisons toujours le présentiel et le contact humain.
Advanced Random Forests
21 hours 1200€ tax-free for R{ Objectives }
- Master the concepts of statistical learning
- Understand modern issues in statistical learning
- Master classical random forests
- Know how to measure the importance of explanatory variables
- Master unsupervised and semi-supervised random forests
- Estimate the conditional distribution in a learning problem using distributional random forests
- Understand the concept of weighting functions and combine them through resampling
- Build a causality model
- Handle missing data
- Detect outliers in a dataset
- Perform survival analysis
- Model longitudinal data
- Scientific Master’s degree or equivalent
- Advanced knowledge in mathematics and statistics
- Proficiency in R programming
- Entirely in-person and in-company training
- Our trainers are all passionate PhD holders
- Alternation between theoretical presentations and practical work on real data
- Provision of a booklet and digital course materials with bibliographic references
- Exercises will be corrected by the trainer in front of all participants at the end of each practical session
- Epoch-Intelligence is a Qualiopi-certified training organization.
- The quality certification has been awarded for the following action category: TRAINING ACTIONS.
- Our certificate can be viewed here.
Requirements
Teaching and Technical Resources
Qualiopi Certification
{ Training program }
- Recap on random forests
- Distributional random forests
- Learning the conditional distribution
- Splitting criteria and weighting function
- Quantile forests and prediction intervals
- Causality models
- Biostatistical models
- Repeated and longitudinal data
- Mixed models and random forests
- Survival random forests
- Extensions of random forests
- Handling missing data
- Random forests for high-performance computing
- Fréchet forests
- Outlier detection
- Request the full brochure at formations@epoch-intelligence.fr or via the contact form.
- Attendance sheet at the beginning of each session
- A positioning questionnaire will be conducted to verify prerequisites
- Assessment of concept understanding through solving open-ended problems
- Among the 8 participants, 75% reported being very satisfied with the training and felt the objectives had been achieved, 87.5% satisfied, and 63% ready to recommend it to a colleague.
- We encourage anyone with a disability to notify Epoch-Intelligence as early as possible at psh@epoch-intelligence.fr
- This training is accessible within 4 weeks from the initial client contact.
Monitoring and Evaluation of Learning
Satisfaction Rate
Accessibility
Access Time
{ Enhance your data }
We help you extract, visualize and leverage information in your data.
{ Technological monitoring }
La recherche scientifique a son propre langage et ses propres codes. Economisez du temps : epoch-intelligence se charge d’effectuer la recherche bibliographique en amont du lancement de vos projets.
{ Algorithm evaluation }
Epoch-intelligence offers to analyze and optimize your algorithms in order to improve your performance.
{ Predict to better decide }
Nous vous aidons dans la conception de modèles mathématiques prédictifs adaptés à vos objectifs. Ces modèles constitueront un outil d’aide à la décision opérationnelle dans votre activité.
Who are we ?
Marine, PhD
Founder
Scientific interests:
{ Scientific interests }
- Test theory
- Differential analysis
- Genomics
Test theory, Differential analysis, Genomics
Louis, PhD
Founder
Scientific interests:
{ Scientific interests }
- Machine learning
- Complex data
- High dimensional data
Machine learning, Complex data, High dimensional data
Contact us !