{ 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 Random Forests
21 hours 2100€ tax-free for R{ Objectives }
- Master the fundamental concepts of learning theory
- Know and identify the different types of learning
- Know how to measure the predictive performance of a model
- Understand the construction of a CART tree
- Understand ensemble methods
- Know how to build and optimise a random forest
- Know how to make a selection of variables
- Have an overview of modern extensions of random forests
- 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 }
- Learning theory
- The different types of learning
- Generalization error
- Bayes predictor
- CART trees
- Ensemble methods
- Bagging
- Boosting
- RFRI Random Forests
- Importance and variable selection
- Exotic forests
- 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
Introduction to R programming
21 hours 1200€ tax-free for R{ Objectives }
- Getting started with Rstudio
- Know the different types of objects
- Learn how to import data
- Manipulate data
- Understand the different algorithmic structures
- Generate random variables
- Install and use R packages
- Become familiar with the help
- Produce simple graphics
- Learn how to do descriptive statistics
- Bachelor’s degree in science or equivalent
- Basic knowledge of statistics
- Good programming skills
- 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 }
- Discover the console
- Introduction to good practices
- Presentation of variable types
- Use of algebraic operators
- Manipulation of vectors and matrices
- Use loops and conditions
- Importation of tables in .csv, .txt and .tsv formats
- Management of data frames
- Characteristics of a data set
- Transformation of a data set
- Management of packages
- Production of simple graphics
- Manipulate and compose functions
- Solve and model simple mathematical problems.
- Produce descriptive indicators on a real data set (medicine, ecology, marketing, . . . )
- 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
Datamining
21 hours 2100€ tax-free for R{ Objectives }
- Understand the different methods of dimension reduction and how to apply them to R
- Select a dimension reduction method according to the problem
- Learn how to extract information from data
- Learn how to interpret results and graphical output in R
- Understand the difference between supervised and unsupervised classification
- Highlight groups of individuals and hierarchical relationships
- Learn how to combine dimension reduction and clustering
- 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 }
- Principal component analysis (PCA)
- Correspondence Analysis (CA)
- Multiple Correspondence Analysis (MCA)
- Multiple Factor Analysis (MFA)
- Presentation of classification problem
- Hierarchical clustering
- Expectation-Maximization algorithm for Gaussian mixtures
- Classification based on a metric approach (k-means, k-medoids,…)
- Principle of inertia and Huygens’ theorem
- Application on real data (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
Machine Learning
21 hours 2100€ tax-free for R 2400€ tax-free for Julia{ Objectives }
- Understand the prediction problem
- Identify the different types of learning
- Overview of statistical learning methods
- Select a method according to the problem
- Know how to use the different validation metrics of a method
- Estimate the prediction error to compare methods
- Learn how to optimize the hyperparameters of a method
- Identify the explanatory variables associated with the variable of interest
- Apply a variable selection
- 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 }
- Presentation of examples of prediction problems
- Supervised/unsupervised and semi-supervised learning
- Prediction/supervised statistical learning problem
- Estimation of the prediction error
- Special case of the binary classification (ROC curve and AUC)
- First steps with the k nearest neighbor method
- Naïve Bayesian
- Linear and quadratic discriminant analysis
- Simple and multinomial logistic regression
- CART trees
- Random forests
- 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
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 !