×
Oil & Gas Training
and Competency Development
1
    • ;

    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey
    Customize Your Learning Journey

    Oil and Gas Training Courses SLB NEXT
    1. NExT
    2. Digital Technology
    3. Hands on Machine Learning for Geoscientists and Engineers

    Hands on Machine Learning for Geoscientists and Engineers

    • Skill
    • 5 Days
    • ClassroomClassroom
      • Average client rating (based on 6 attendee reviews)

    Learn and apply fundamental machine learning concepts with Petro-technical applications. In this course you will be exposed to upstream projects and develop the required skills to deploy data scientist approaches in end-to-end machine learning pipelines. To be eligible for this course, you do not need to have any prior knowledge of programming or data science. At the end of this course, you will be able to judge if you can take data-oriented approaches for your geoscience and engineering problems. In addition, you will learn techniques to make sure your data is clean and prepared for modeling. You will also learn how to perform exploratory data analysis. Finally, you will practice the steps to design, run and validate your modeling pipeline.

    Introduction
    -           What Is Machine Learning?
    -           Common Libraries Used
    -           Virtual Environment
    -           Overview of Machine Learning Pipelines
    -           SME (Subject Matter Expertise)
    -           Feature Engineering

    Python crash course
    -           Variables
    -           List/Dictionaries
    -           Loops
    -           Conditional statements
    -           Functions

     NumPy
    -           Filtering
    -           Indexing
    -           Slicing


    Pandas
    -           Data Cleaning
    -           Data Manipulation
    -           Exploratory Data Analysis
    -           Built in Plots

    Overview of Machine Learning
    -           Intuition of Fundamental ML Algorithms
    -           Types of Learning
    -           Bias-Variance Trade Off
    -           Shallow or Deep
    -           Learning Curves
    -           How to Select Features


    Clustering
    -           When do We Use Clustering?
    -           How to Evaluate Clusters

    Feature reduction and feature generation

    Regression problems
    -           Error Definition
    -           Model Validation
    -           K-Fold
    -           Cross Validation


    Classification
    -           Classification Metrics
    -           Confusion matrix
    -           Grid Search
    -           Randomized Grid Search

    Advance topics:
    -           Multi-index DataFrame for multi-variable time series
    -           Pipeline
    -           Multi Output Models
    -           Staking and Voting


    Hands-on
    -           Volumetric Calculations with NumPy
    -           Formation Evaluation and EDA with Pandas
    -           Type Well Analysis with Pandas (Optional)
    -           Facies Analysis and Clustering (Optional)
    -           Log Prediction
    -           Production Prediction


    Upcoming Classes

    Set a training goal, and easily track your progress

    Customize your own learning journey and track your progress when you start using a defined learning path.

    Icon
    In just few simple steps, you can customize your own learning journey in the discipline of your interest based on your immediate, intermediate and transitional goals. Once done, you can save it in NExTpert, the digital learning ecosystem, and track your progress.
    Explore

    SOLUTIONS

    Corporate

    Individual

    COURSE OFFERINGS

    Petrotechnical

    Operations and Maintenance

    New Energy

    SLB Software

    Digital Technology

    Technical Challenges

    Health Safety and Environment (HSE)

    Business Management

    E&P Introduction and Fundamentals

    Gamification

    © 2023 SLB Limited. All rights reserved.