YoVDO

Introduction to Machine Learning with TensorFlow

Offered By: Kaggle via Udacity

Tags

TensorFlow Courses Machine Learning Courses Supervised Learning Courses Unsupervised Learning Courses Neural Networks Courses Decision Trees Courses Naive Bayes Courses

Course Description

Overview

The Introduction to Machine Learning with TensorFlow program covers supervised and unsupervised learning methods for machine learning. Course 1 introduces regression, perceptron algorithms, decision trees, naive Bayes, support vector machines, and evaluation metrics. Course 2 focuses on neural networks and creating an image classifier. Course 3 covers unsupervised learning methods, including clustering and dimensionality reduction for customer segmentation. Key skills include data preprocessing, model selection, and evaluation using TensorFlow and Python.

Syllabus

  • Introduction to Machine Learning
  • Supervised Learning
    • In this course, you'll learn about different types of supervised learning and how to use them to solve real-world problems.
  • Introduction to Neural Networks with TensorFlow
    • Learn the fundamentals of neural networks with Python and TensorFlow, and then use your new skills to create your own image classifier—an application that will first train a deep learning model on a dataset of images and then use the trained model to classify new images.
  • Unsupervised Learning
    • In this course, you'll learn how to apply unsupervised learning to solve real-world problems.
  • Congratulations!
  • Prerequisite: Python for Data Analysis
  • Prerequisite: SQL for Data Analysis
  • Prerequisite: Command Line Essentials
  • Prerequisite: Git & Github
  • Additional Material: Python for Data Visualization
  • Additional Material: Statistics for Data Analysis
  • Additional Material: Linear Algebra
  • Career Services

Taught by

Cezanne Camacho, Mat Leonard, Luis Serrano, Dan Romuald Mbanga, Jennifer Staab, Sean Carrell, Josh Bernhard , Jay Alammar, Andrew Paster, Juan Delgado and Michael Virgo

Tags

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent