5.00
(2 Ratings)

Complete Tensorflow 2 and Keras Deep Learning Bootcamp

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About Course

Complete Tensorflow 2 and Keras Deep Learning Bootcamp – FREE

This comprehensive course offers a step-by-step guide to mastering Google’s TensorFlow 2 framework for building powerful artificial neural networks. Learn the intricacies of deep learning with this beginner-friendly approach.

Dive deep into the latest updates of TensorFlow and leverage the Keras API to effortlessly construct models. This course will equip you with the skills to create models for diverse applications such as:

* Forecasting future home prices
* Classifying medical images
* Predicting sales data
* Generating new text
* And much more!

The curriculum expertly balances theory and practical implementation with complete Jupyter Notebook guides, easy-to-follow slides, and comprehensive notes. Test your knowledge with numerous exercises designed to solidify your understanding.

**Topics covered include:**

* NumPy Crash Course
* Pandas Data Analysis Crash Course
* Data Visualization Crash Course
* Neural Network Basics
* TensorFlow Basics
* Keras Syntax Basics
* Artificial Neural Networks
* Densely Connected Networks
* Convolutional Neural Networks
* Recurrent Neural Networks
* AutoEncoders
* GANs – Generative Adversarial Networks
* Deploying TensorFlow into Production
* And much more!

Keras, a user-friendly API for machine learning, serves as the central high-level API for building and training models. Keras provides various model-building APIs (Sequential, Functional, and Subclassing) allowing you to select the best approach for your project. TensorFlow’s enhancements include eager execution for immediate iteration and intuitive debugging, and tf.data for building scalable input pipelines.

TensorFlow 2 simplifies the process of turning ideas into code and models into publication-ready results. It integrates features that enable the definition and training of cutting-edge models without compromising speed or performance.

Used by major companies worldwide such as Airbnb, Ebay, Dropbox, Snapchat, Twitter, Uber, SAP, Qualcomm, IBM, Intel, and Google, TensorFlow is a powerful tool for any deep learning enthusiast.

**Embrace the world of deep learning today! This course is completely FREE and available on Udemy, Udacity, Coursera, MasterClass, NearPeer, and other platforms. Enroll now and embark on your journey to becoming a deep learning guru!**

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What Will You Learn?

  • Learn to use TensorFlow 2.0 for Deep Learning
  • Leverage the Keras API to quickly build models that run on Tensorflow 2
  • Perform Image Classification with Convolutional Neural Networks
  • Use Deep Learning for medical imaging
  • Forecast Time Series data with Recurrent Neural Networks
  • Use Generative Adversarial Networks (GANs) to generate images
  • Use deep learning for style transfer
  • Generate text with RNNs and Natural Language Processing
  • Serve Tensorflow Models through an API
  • Use GPUs for accelerated deep learning

Course Content

Course Overview, Installs, and Setup

  • A Message from the Professor
  • Course Overview
    04:38
  • Course Setup and Installation
    21:49
  • Course Material Download Link
    00:00

NumPy Crash Course

Pandas Crash Course

Visualization Crash Course

Machine Learning Concepts Overview

Basic Artificial Neural Networks – ANNs

Convolutional Neural Networks – CNNs

Recurrent Neural Networks – RNNs

Natural Language Processing

AutoEncoders

Generative Adversarial Networks

Deployment

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Student Ratings & Reviews

5.0
Total 2 Ratings
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2 Ratings
4
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3
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2
0 Rating
1
0 Rating
ZA
2 months ago
This course is very informative
AR
3 months ago
amazing

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