
Introduction to the course
Overview of the course content
Learn how to get data from Kaggle and import it into Google colab
Learn how to inspect data in python by using randomness and histograms
Learn how to split data into a training set (to familiarise the model with the patterns of our data) and a testing set (to validate that the model can predict correctly on unseen data)
Learn how to preprocess the data so that our model can effectively make use of it.
You will learn how to define the architecture of the model i.e. the number of layers that the model has, the amount of nodes per layer, and why we need to choose the correct number of input and output nodes.
Learn how to compile the model that we have defined, choosing our loss function and optimizer.
Learn how to train the model on the data so that it can learn the patterns of the data for later predictions.
Learn how to evaluate the model on a new set of data to see how it might perform in the real world
Learn how to save the model so that you can take it out into the real world and apply it to new projects.
In this intensive one-hour course, you’ll dive headfirst into the world of machine learning using TensorFlow and Google Colab. No pit stops—just pure acceleration!
What You’ll Cover:
TensorFlow Basics: Understand the core concepts, from defining layers to training models.
Google Colab Mastery: Leverage Colab’s cloud-based environment for seamless development.
Data Prep Express: Quickly preprocess your data without detours.
Model Construction: Design and build neural networks like a seasoned pro.
Training and Evaluation: Witness your model learn, iterate, and fine-tune for optimal performance.
Why Take This Course?
Speedy Results: Get up to speed in just one hour.
Practical Skills: Apply what you learn to real-world problems.
No Pit Stops: We’re all about efficiency here!
Prerequisites:
Basic Python knowledge (if you can write a for loop, you’re set!)
Curiosity and a dash of determination
Ready to accelerate your ML journey? Buckle up!
Whether you’re a data enthusiast, a developer, or a curious learner, this course is your express ticket to mastering machine learning essentials. Let’s hit the road!
Your course instructor is me Adam Cole, a professional software engineer with 5 years working on enterprise level applications. Feel free to send me any questions on LinkedIn at Adam Cole Adam Cole BSc MBCS.