Large Scale Machine Learning Course
What will I learn?
Master the essentials of large-scale machine learning with our comprehensive course designed for technology professionals here in Namibia. Dive into performance evaluation metrics, explore model optimisation techniques, and harness distributed computing frameworks like Dask and Apache Spark. Understand the ins and outs of handling large datasets and develop scalable machine learning models. Enhance your skills in documentation and reporting, ensuring you can effectively communicate your findings. Join us to elevate your expertise and stay ahead in the tech industry, here in Namibia.
Apoia's Unique Features
Develop skills
Enhance the growth of the practical skills listed below
Evaluate performance: Master training and prediction time metrics for efficiency.
Optimise models: Learn compression, data loading, and hyperparameter tuning.
Harness distributed computing: Utilise Dask and Apache Spark for scalability.
Manage large datasets: Understand characteristics, challenges, and partitioning.
Document effectively: Summarise findings and report solutions with clarity.
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can modify the chapters and the workload.
- Select which chapter to commence with
- Add or remove chapters
- Increase or decrease the course workload
Examples of chapters you can include
You’ll be able to generate additional chapters similar to the examples below
This is a free course focused on personal and professional growth. It does not equate to a technical, undergraduate, or postgraduate qualification, but offers practical and relevant knowledge for your professional journey.