CFSG Module F: Coupling Machine-Learning and geostatistical techniques using Python | Training course
Learn how to implement Machine Learning techniques in Python code for data classification.
Objectives
The CFSG (Specialized Training Cycle in Geostatistics) is a high-level training program in mining geostatistics delivered by the Geostatistics Team from Mines Paris and Geovariances. This program aims to equip you with an in-depth understanding of geostatistics for mineral resource estimation, enabling you to create block models your company needs for confident mine planning when you return to work. Throughout the training, you will learn the theoretical aspects of the techniques presented and practice them through various exercises and a real-world project.
CFSG is intended for individuals whose time zone is aligned with Europe (France) and the Americas (Brazil). It will be delivered online in 6 modules over 9 weeks throughout 2024, starting in February.
Module content
This module is the sixth and last one of the CFSG series. At the end of this course, you’ll be able to perform an initial data classification using Python and Machine Learning techniques.
THEORY
- Introduction to Machine Learning
– Use examples
– Regression and classification
– Cost functions
– Hypothesis class
– Generalization and overfitting - Linear and logistic regression, Trees
- Naîve Bayes classification
- Neural Networks, Random Forest
PRACTICE
Exercises to learn how to use Python and Machine Learning algorithms to classify data, analyze the quality of the result, and compare it to classical geostatistical techniques.
Additional modules
Each module can be attended independently of each other. However, it is important to note that completion of Module A or having experience in geostatistics and Isatis.neo is a prerequisite for participation in any of these modules.
- Module A: Geostatistics Fundamentals (mandatory)
May 13-24 & June 3-14, 2024 – 20 days
Learn the fundamentals of mining geostatistics for block modeling. - Module B: Recoverable resources with nonlinear methods (optional)
July 1-5, 2024 – 5 days
Learn how to compute recoverable resources considering mining selectivity and quantify the uncertainties. - Module C: Non-stationary geostatistics (optional)
Sept. 16-20, 2024 – 5 days
Learn how to constrain the block model with geological trends. - Module D: Facies simulations (optional)
Sept. 30 – Oct. 4, 2024 – 5 days
Learn how to achieve reliable and realistic facies modeling. - Module E: Domaining (optional)
Nov. 18-22, 2024 – 5 days
Get introduced to a powerful machine-learning-based technique for geological domaining.
Outlines
- Half of the training program is devoted to methodological presentations, the other half to practical exercises to deepen the understanding of concepts.
– The methodological courses are given by Mines Paris professors.
– Geovariances consultants will drive the practical sessions from our French office.
– For more convenience, these courses are recorded and made available to participants during the session and until one month after the end of the course.
- A typical training week would then be:
– Monday, Tuesday, Wednesday, and Thursday: theoretical course (on a half-day) and hands-on practice with Isatis.neo Mining Edition (on the half-day following the theoretical course).
– Friday: homework using Isatis.neo Mining Edition with compulsory rendering at the end of the day. Live corrections and comments from the teaching team. Validation of prior learning. - CFSG is a full-time training. You are required to be present/connected for the duration of the sessions.
- CFSG is a certification training. The knowledge acquired in each module is validated through an examination. At the end of each module, you will get a training certificate that officially recognizes the full completion of the module.
- Course material and a temporary software license are provided.
- A minimum number of 8 participants is required for a module actually to take place.
Who should attend
The CFSG training program is meant for mining geologists and engineers willing to achieve a high level of geostatistics and boost their careers.
Module A is ideal for newcomers to mining geostatistics. Modules B and F are designed for individuals who wish to delve into more advanced geostatistics.
Prerequisites
The course is delivered in English and requires a good level of this language. Sound notions of mathematics are also recommended.
As the course is online, a good quality internet connection is required. We also appreciate that the participant’s camera is turned on for the session.
Benefit from the trainers’ high expertise in geostatistics
From Mines Paris – PSL
Teacher-researcher in geostatistics
Data-sciences researcher
Assistant professor in geostatistics
Teacher-researcher in geostatistics
From Geovariances
Research and Development engineer
Geostatistician, Geophysicist
Geostatistician, Mineral Resource Consultant
What alumni say about CFSG
“The CFSG training covered a wide range of geostatistical concepts during the theory sessions. I then had the ability to put these concepts into practice using Isatis.neo, allowing me to confirm my understanding and ask any further questions. I now have a deeper understanding of EDA, estimation, and validation, which will aid me in my current role. My geostatistical tool set has been greatly boosted since completing the CFSG program.”
Marlies Barden – CFSG 2023
Senior Resource Geologist – Mineral Resources Limited
“As an exploration/resource development geologist, the CFSG training program has not only allowed me to understand better geostatistics and resource estimation concepts (EDA, IDW, OK, MIK…), but it has also bridged my career path from a resource development geologist to a resource estimation geologist. Thanks to the Center of Geostatistics of Mines Paris and Geovariances and their very comprehensive CFSG program, I was able to learn and reach my career goal without leaving my job.”
Lassana Sanogo – CFSG 2023
Senior Exploration and Resource Development Geologist – Resolute Mining (Syama Gold Mine)
“Doing the Master of Geostatistics CFSG has not only boosted my career in so many ways, but it has also opened my social and professional network to a whole new level, giving me job opportunities I never thought possible. So don’t miss the chance to solve a Kriging matrix by hand and get in-depth knowledge of what happens behind a few Isatis clicks!”
Flavie Isatelle – CFSG 2018
Senior Resource Geologist/Geostatistician – Cube Consulting
“The CFSG Program allowed me to dive deep into the World of Geostatistics for the first time. In addition to understanding the theoretical principle, I also enjoyed the opportunity to apply the learned theories to practical examples, giving me insight into my daily activities as a Specialist in Resource Estimation. Having a connection with great teachers from the CFSG Centre and Geovariances, I could say, I had a splendid and wonderful time! Thank you, CFSG Post Graduate Diplome – Mines Paris!”
Ufi Ma’rufianty – CFSG 2010
Mineral Resource Specialist – Harita Group
Training – Registration policy
Qualiopi label, a guarantee of the quality of our training
Our training courses are Qualiopi certified. That means that they comply with a unique French national quality reference system. This recognition guarantees the quality of the training courses we deliver and allows our trainees to be eligible for various French funding.
Registration Fee
Class fees include one set of course materials and one full Isatis license valid for one month.
Attendees are invited to use their own laptop for computer exercises. A temporary demo version of the software package(s) used for this purpose (i.e. Isatis, Isatis.neo or Kartotrak) will be freely supplied by Geovariances.
For courses to be held in Geovariances only, if you are unable to bring your own laptop during the training session, be sure to inform your sales contact and Geovariances will endeavour to provide you with a computer for the session duration.
Please note that admission will be only confirmed on receipt of your formal purchase order and after full payment.
Payment
Geovariances will invoice your company for the approved course cost amount in full unless cancellation notice has been given 10 working days before the course date.
Payment is required prior to the course to confirm the registration.
Payment options: credit card (American Express is not accepted – please provide with your card details) or wire transfer to BRED Fontainebleau HDV – IBAN number: FR76 1010 7003 2700 0302 7055 623.
Venue
Courses can be organized in or outside Geovariances premises (hotel, client premises). Please refer to the course description for more details.
Training hours are from 9:00 am to 5:00 p.m. unless otherwise specified.
Accomodation
Fee does not cover hotel accommodation. Attendees should make their own reservations directly.
Cancellation
No refund will be made for cancellation notified by a registered participant to Geovariances within 2 weeks (10 working days) prior to the course or for ’no shows’.
Attendee can be substituted.
Geovariances reserves the right to cancel a session if the minimum number of registrations is not reached and to schedule an additional session if the number of registrations is in excess of the maximum number of attendees.
Queries
Should you have any question or need further information, do not hesitate to contact us.