Artificial Intelligence Machine Learning Course
What will I learn?
Unlock the potential of AI in business intelligence with our Artificial Intelligence and Machine Learning Course. Delve into data collection, mastering external factors, promotional impacts, and historical sales analysis. Improve model accuracy through hyperparameter tuning and explore advanced techniques like random search. Learn effective data preprocessing, model training, and evaluation, including cross-validation and performance metrics. Select the most suitable model with insights into random forests, gradient boosting, and neural networks. Enhance your reporting skills and drive impactful business decisions.
Apoia's Unique Features
Develop skills
Strengthen the development of the practical skills listed below
Master sales forecasting using external factors and historical data.
Improve model accuracy with hyperparameter tuning and optimization.
Analyse model performance using statistical and machine learning techniques.
Preprocess data effectively: normalisation, deduplication, and handling missing values.
Select and train models: Random Forest, Gradient Boosting, Neural Networks.
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can change the chapters and workload.
- Choose which chapter to start with
- Add or remove chapters
- Increase or decrease the course workload
Examples of chapters you can add
You will be able to generate more chapters like the examples below
This is a free course focused on personal and professional development. It is not equivalent to a technical, undergraduate, or postgraduate course, but it offers practical and relevant knowledge for your professional journey.