Supervised Learning for AI with Python and Tensorflow 2

Uncover the Concepts and Techniques to Build and Train your own Artificial Intelligence Models
4.70 (37 reviews)
Udemy
platform
English
language
Data Science
category
Supervised Learning for AI with Python and Tensorflow 2
3,572
students
21 hours
content
Nov 2021
last update
$64.99
regular price

What you will learn

The basics of supervised learning: What are parameters, What is a bias node, Why do we use a learning rate

Techniques for dealing with data: How to Split Datasets, One-hot Encoding, Handling Missing Values

Vectors, matrices and creating faster code using Vectorization

Mathematical concepts such as Optimization, Derivatives and Gradient Descent

Gain a deep understanding behind the fundamentals of Feedforward, Convolutional and Recurrent Neural Networks

Build Feedforward, Convolutional and Recurrent Neural Networks using only the fundamentals

How to use Tensorflow 2.0 and Keras to build models, create TFRecords and save and load models

Practical project: Style Transfer - Use AI to draw an image in the style of your favorite artist

Practical project: Object Detection - Use AI to Detect the bounding box locations of objects inside of images

Practical project: Transfer Learning - Learn to leverage large pretrained AI models to work on new datasets

Practical project: One-Shot Learning - Learn to build AI models to perform tasks such as Face recognition

Practical project: Text Generation - Build an AI model to generate text similar to Romeo and Juliet

Practical project: Sentiment Classification - Build an AI model to determine whether text is overall negative or positive

Practical project: Attention Model - Build an attention model to build an interpretable AI model

Screenshots

Supervised Learning for AI with Python and Tensorflow 2 - Screenshot_01Supervised Learning for AI with Python and Tensorflow 2 - Screenshot_02Supervised Learning for AI with Python and Tensorflow 2 - Screenshot_03Supervised Learning for AI with Python and Tensorflow 2 - Screenshot_04
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udemy ID
3/20/2021
course created date
6/11/2021
course indexed date
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