Net Course
What will I learn?
Unlock your tech career potential with the Net Course, tailored for technology professionals keen to master text classification and data analysis. Get stuck into model training, evaluation, and optimisation with practical experience in cross-validation, feature selection, and hyperparameter tuning. Level up your skills in data preprocessing, feature extraction, and machine learning models like Naive Bayes and SVM. Gain insights into ethical data collection and proper documentation, ensuring you're equipped for real-world challenges, lah.
Apoia's Unique Benefits
Build skills
Enhance your practical skills in the areas listed below
Master data preprocessing: Tokenise, normalise, and clean text data efficiently, can or not?
Optimise models: Implement feature selection and hyperparameter tuning, confirm?
Evaluate performance: Use accuracy, precision, recall, and F1-score metrics, ok?
Extract features: Apply TF-IDF, Word2Vec, and Bag of Words techniques, steady!
Build classifiers: Develop Naive Bayes, SVM, and neural network models, sure or not?
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can change the chapters and the 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.