Practical Machine Learning by Example in Python

[ FreeCourseWeb.com ] Practical Machine Learning by Example in Python



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MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English + .srt | Duration: 105 lectures (7 hour, 35 mins) | Size: 2.57 GB

Learn modern machine learning, deep learning, and data science skills

What you'll learn



Develop complete machine learning/deep learning solutions in Python

Write and test Python code interactively using Jupyter notebooks

Build, train, and test deep learning models using the popular Tensorflow 2 and Keras APIs

Neural network fundamentals by building models from the ground up using only basic Python

Manipulate multidimensional data using NumPy

Load and transform structured data using Pandas

Build high quality, eye catching visualizations with Matplotlib

Reduce training time using free Google Colab GPU instances in the cloud

Recognize images using Convolutional Neural Networks (CNNs)

Make recommendations using collaborative filtering

Detect fraud using autoencoders

Improve model accuracy and eliminate overfitting



Requirements



Basic software development skills

Basic high school math, such as trigonometry and algebra



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