Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Duration 21 hours
Course Outline
Introduction
- Defining the scope of Predictive AI
- The historical context and evolution of predictive analytics
- Foundational principles of machine learning and data mining
Data Collection and Preprocessing
- Gathering pertinent datasets
- Cleaning and preparing data for analytical processing
- Understanding various data types and their sources
Exploratory Data Analysis (EDA)
- Visualizing data to derive actionable insights
- Applying descriptive statistics and data summarization techniques
- Identifying underlying patterns and relationships within the data
Statistical Modeling
- Introduction to statistical inference
- Techniques in regression analysis
- Fundamentals of classification models
Machine Learning Algorithms for Prediction
- An overview of supervised learning algorithms
- Utilizing decision trees and random forests
- Basics of neural networks and deep learning
Model Evaluation and Selection
- Interpreting model accuracy and key performance metrics
- Implementing cross-validation strategies
- Managing overfitting and performing model tuning
Practical Applications of Predictive AI
- Examining case studies from various industries
- Considering ethical implications in predictive modeling
- Addressing the limitations and challenges of Predictive AI
Hands-On Project
- Developing a predictive model using a practical dataset
- Applying the model to generate predictions
- Evaluating outcomes and interpreting the results
Requirements
- A solid understanding of basic statistics
- Proficiency in at least one programming language
- Familiarity with data management and spreadsheet tools
- No previous experience in AI or data science is necessary
Target Audience
- IT professionals
- Data analysts
- Technical staff
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3900 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (3)
basics and loved the prepared documents and exercises
Rekha Nallam - GE Medical Systems Polska Sp. z o.o.
Course - Introduction to Predictive AI
Opportunity to use a pre-created models, understand how do they work and tweak them live and see the results. Choice ov VSCode with Jupyter was a perfect option for such way of leading the training.
Krzysztof - GE Medical Systems Polska Sp. z o.o.
Course - Introduction to Predictive AI
Difficult topics presented in simple, user-friendly way
