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 evolution of predictive analytics
- Foundations of machine learning and data mining
Data Acquisition and Preparation
- Sourcing relevant data
- Refining and formatting data for analysis
- Recognizing data types and origins
Exploratory Data Analysis (EDA)
- Using visualization to gain insights
- Applying descriptive statistics and summarization
- Detecting patterns and correlations within data
Statistical Modeling
- Foundations of statistical inference
- Regression analysis techniques
- Building classification models
Machine Learning Algorithms for Forecasting
- Introduction to supervised learning algorithms
- Decision trees and random forests
- Essentials of neural networks and deep learning
Model Assessment and Selection
- Interpreting accuracy and performance metrics
- Implementing cross-validation methods
- Managing overfitting and optimizing models
Real-World Applications of Predictive AI
- Industry-specific case studies
- Ethical aspects of predictive modeling
- Limitations and challenges in Predictive AI
Practical Project
- Creating a predictive model using a dataset
- Deploying the model for predictions
- Reviewing and interpreting outcomes
Requirements
- A foundational understanding of basic statistics
- Proficiency in at least one programming language
- Comfort with data management and spreadsheet tools
- Previous experience in AI or data science is not necessary
Target Audience
- IT professionals
- Data analysts
- Technical staff
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
