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Applied Machine Learning: Industry Case Study with TensorFlow

Gain insights into predicting retail sales with TensorFlow. Delve into data analysis, training models, and extracting insights using industry techniques. Explore efficient model evaluation with experts from top tech companies.

4.5
38 Lessons
3h
Join 2.9 million developers at
Join 2.9 million developers at

Learning Roadmap

38 Lessons2 Quizzes16 Challenges

2.

Preliminary Data Analysis

Preliminary Data Analysis

Look at the foundational aspects of data analysis, handling missing data, visualizing trends, and interpreting plots.

3.

Data Processing

Data Processing

14 Lessons

14 Lessons

Work your way through building an efficient data input pipeline using TensorFlow for machine learning.

4.

Model Predictions

Model Predictions

12 Lessons

12 Lessons

Break down the steps to developing, training, evaluating, and predicting with a regression model.
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Author NameApplied Machine Learning: IndustryCase Study with TensorFlow

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Developed by MAANG Engineers
ABOUT THIS COURSE
In this course, you'll work on an industry-level machine learning project based on predicting weekly retail sales given different factors. You will learn the most efficient techniques used to train and evaluate scalable machine learning models. After completing this course, you will be able to take on industry-level machine learning projects, from data analysis to creating efficient models and providing results and insights. The code for this course is built around the TensorFlow framework, which is one of the premier frameworks for industry machine learning, and the Python pandas library for data analysis. Basic knowledge of Python and TensorFlow are prerequisites. To get some experience with TensorFlow, try our course: Machine Learning for Software Engineers. This course was created by AdaptiLab, a company specializing in evaluating, sourcing, and upskilling enterprise machine learning talent. It is built in collaboration with industry machine learning experts from Google, Microsoft, Amazon, and Apple.
ABOUT THE AUTHOR

Adaptilab

AdaptiLab is a Seattle-based SaaS startup helping companies grow their machine learning teams from hiring to productivity.

Learn more about Adaptilab

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