Machine Learning

4 courses

Comprehensive Introduction to Tensorflow

Learn TensorFlow and practice your ML skills with our comprehensive learning path. Ideal for beginner and intermediate ML Engineers, it covers the essentials and advanced techniques for building and optimizing Deep Learning models.

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This learning path includes:

4 courses with bite-sized lessons and practices

19 engaging lessons in text and video formats

95 hands-on practices

One-on-one guidance from Cosmo, our AI tutor

Verified skills you'll gain

ADVANCED

Model Validation and Selection

INTERMEDIATE

Deep Learning and Neural Networks

Tools you'll use

Numpy

Python

Scikit-learn

TensorFlow

Trusted by learners working at top companies

5 lessons

25 practices

Introduction to TensorFlow Basics

Dive into TensorFlow, one of the top libraries for numerical computation and AI. This beginner-friendly course focuses on TensorFlow's core: tensors and their use in neural networks. Learn about tensors, tensor operations, and basic TensorFlow components to begin creating simple neural network models.

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5 lessons

25 practices

Building a Neural Network in TensorFlow

Dive into TensorFlow to learn and build basic neural networks. This course covers key elements like layers, neurons, activation functions, and model training. Progress through hands-on code examples, ending with building and assessing a neural network for binary classification.

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5 lessons

25 practices

Modeling the Iris Dataset with TensorFlow

Explore the famous Iris dataset in our advanced TensorFlow course. Learn to preprocess data, build, and train a multi-class classifier. Evaluate performance with metrics and visualizations. Conclude with model optimization techniques to boost efficiency and accuracy, and cover saving/loading for deployment.

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4 lessons

20 practices

TensorFlow Techniques for Model Optimization

This course delves into advanced TensorFlow techniques to boost model performance and reliability. Learn about using regularization and dropout to prevent overfitting, and explore real-time training improvements with callbacks. Each module is concise and impactful, equipping you with practical skills to enhance your machine learning models.

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Meet Cosmo: The smartest AI guide in the universe

Our built-in AI guide and tutor, Cosmo, prompts you with challenges that are built just for you and unblocks you when you get stuck.

Whether you’re leveling up or just starting out, find your next step here.