{ Technological transfer }
Many technological advances in statistical learning are first of all theoretical. Epoch-intelligence draws from these developments to produce new techniques.
{ Homemade solutions }
Epoch-intelligence designs, develops and provides its own solutions to modern statistical learning problems. These will be progressively used in the expertise offered to companies as well as in training courses.
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 }
The philosophy of our training programs is to convey a deep understanding of the mechanisms used in modern statistical methods in order to make the trainees autonomous in their future projects.
{ Suitable applications }
Whether you are an industry, a laboratory or an insurance company, the applications are adapted to the specific field of your business.
{ Bring your data }
A final session of 2 hours is planned for each training so that the trainees can apply the studied methods on their own data.
{ A practical approach }
All the concepts introduced are put into practice through practical work on computer. The trainees are both guided and put in autonomy in order to master the methods.
{ A custom-made offer }
At your request, it is possible to create a training program fully customized and jointly developed.
{ We come to you }
Whether in your office or elsewhere, our trainers will travel to train you in your city. We always favor face-to-face training and human contact.
Advanced statistics in high dimension
28 hours 2900€ tax-free for R{ Objectives }
- Understand the curses and blessings of high dimension
- Learn the principle of penalization
- Build a regression model in large dimensions
- Identify small underlying structures
- Learn how to perform multiple test corrections
- Use non-parametric methods
- Calibrate and select a complex model
- Master’s degree in science or equivalent
- Advanced knowledge of mathematics and statistics
- Comfortable with R programming
- Entirely face-to-face and in-company training
- Our trainers are all passionate PhDs
- Alternating theoretical and practical presentations on real data
- Numerous data sets made available
- Course materials will be distributed at the end of the course
- A correction of all exercises will be distributed at the end of the course.
- Epoch-intelligence is a Qualiopi-certified training organization.
- Quality certification has been awarded for the following category of action : TRAINING ACTIONS.
- Our certificate can be viewed here.
Requirements
Teaching and technical resources
Qualiopi certification
{ Training program }
- Model selection
- Penalization methods
- Lasso and ridge regression
- Penalized logistic regression
- Linearization of high dimensional problems
- Support Vector Machine (SVM)
- CART trees
- Random forests for high dimensional data
- Introduction to neural networks
- Dimension reduction with PLS, sPLS and RPCA
- Multiple test corrections (Bonneferroni, Benjamini-Hochberg)
- Application to real data sets (biology, ecology, economics, . . . )
- Ask for the full leaflet at formations@epoch-intelligence.fr or via the contact form.
- Attendance sheet at the beginning of each session
- A positioning questionnaire will be carried out to check prerequisites
- Assessment of concept assimilation by solving open-ended problems
- We invite anyone with a disability to contact Epoch-intelligence at psh@epoch-intelligence.fr as soon as possible.
- This training course is available within 4 weeks of contact by the client.
Follow-up and evaluation
Accessibility
Availability
{ Enhance your data }
We help you extract, visualize and leverage information in your data.
{ Technological monitoring }
Scientific research has its own language and codes. Save time: Epoch Intelligence will take care of the bibliography before the launch of your projects.
{ Algorithm evaluation }
Epoch-intelligence offers to analyze and optimize your algorithms in order to improve your performance.
{ Predict to better decide }
We help you to design predictive mathematical models tailored to your objectives. These models will be an operational decision support tool in your business.
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 !