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Complete Tensorflow 2 and Keras Deep Learning Bootcamp

Complete Tensorflow 2 and Keras Deep Learning Bootcamp

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99
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Description


Description



This course will guide you through how to use Google’s latest TensorFlow 2 framework to create artificial neural networks for deep learning! This course aims to give you an easy to understand guide to the complexities of Google’s TensorFlow 2 framework in a way that is easy to understand.



We’ll focus on understanding the latest updates to TensorFlow and leveraging the Keras API (TensorFlow 2.0’s official API) to quickly and easily build models. In this course we will build models to forecast future price homes, classify medical images, predict future sales data, generate complete new text artificially and much more!



This course is designed to balance theory and practical implementation, with complete jupyter notebook guides of code and easy to reference slides and notes. We also have plenty of exercises to test your new skills along the way!



This course covers a variety of topics, including



   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 standard for machine learning, will be the central high-level API used to build and train models. The Keras API makes it easy to get started with TensorFlow 2. Importantly, Keras provides several model-building APIs (Sequential, Functional, and Subclassing), so you can choose the right level of abstraction for your project. TensorFlow’s implementation contains enhancements including eager execution, for immediate iteration and intuitive debugging, and tf.data, for building scalable input pipelines.



TensorFlow 2 makes it easy to take new ideas from concept to code, and from model to publication. TensorFlow 2.0 incorporates a number of features that enables the definition and training of state of the art models without sacrificing speed or performance



It is used by major companies all over the world, including Airbnb, Ebay, Dropbox, Snapchat, Twitter, Uber, SAP, Qualcomm, IBM, Intel, and of course, Google!



Become a deep learning guru today! We’ll see you inside the course!

Who this course is for:



   Python developers interested in learning about TensorFlow 2 for deep learning and artificial intelligence



Requirements



   Know how to code in Python

   Some math basics such as derivatives



Last Updated 6/2022

File list
  • Complete Tensorflow 2 and Keras Deep Learning Bootcamp
  • .pad/0 13 B
  • .pad/1 38 B
  • TutsNode.net.txt 63 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/1 - Course Overview Installs and Setup/1 - AutoWelcome Message.html 1 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/1 - Course Overview Installs and Setup/3 - Course Setup and Installation English.vtt 32.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/1 - Course Overview Installs and Setup/3 - Course Setup and Installation.mp4 231.6 MB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/1 - Course Overview Installs and Setup/3 - requirements.txt 153 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/10 - Natural Language Processing/93 - NLP Part Three Creating Batches English.vtt 17.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/10 - Natural Language Processing/94 - NLP Part Four Creating the Model English.vtt 13.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/10 - Natural Language Processing/95 - NLP Part Five Training the Model English.vtt 13.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/10 - Natural Language Processing/96 - NLP Part Six Generating Text English.vtt 11.6 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/11 - AutoEncoders/100 - Autoencoder for Images Part One English.vtt 22 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/11 - AutoEncoders/101 - Autoencoder for Images Part Two Noise Removal English.vtt 10.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/11 - AutoEncoders/103 - Autoencoder Exercise Solutions English.vtt 13.1 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/11 - AutoEncoders/98 - Autoencoder Basics English.vtt 10.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/11 - AutoEncoders/99 - Autoencoder for Dimensionality Reduction English.vtt 26.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/12 - Generative Adversarial Networks/104 - GANs Overview English.vtt 11.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/12 - Generative Adversarial Networks/106 - Creating a GAN Part Two The Model English.vtt 16.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/12 - Generative Adversarial Networks/107 - Creating a GAN Part Three Model Training English.vtt 31.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/13 - Deployment/110 - Creating the Model English.vtt 21.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/13 - Deployment/111 - Model Prediction Function English.vtt 11.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/13 - Deployment/112 - Running a Basic Flask Application English.vtt 14.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/13 - Deployment/113 - Flask Postman API English.vtt 13.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/13 - Deployment/115 - Flask Front End English.vtt 24.6 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/13 - Deployment/116 - Live Deployment to the Web English.vtt 22.6 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/2 - COURSE OVERVIEW CONFIRMATION/1 - PLEASE WATCH COURSE OVERVIEW LECTURE.html 47 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/3 - NumPy Crash Course/10 - Numpy Exercises Solutions English.vtt 9.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/3 - NumPy Crash Course/6 - NumPy Arrays English.vtt 25.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/3 - NumPy Crash Course/7 - Numpy Index Selection English.vtt 14.6 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/3 - NumPy Crash Course/8 - NumPy Operations English.vtt 10.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/3 - NumPy Crash Course/9 - NumPy Exercises English.vtt 1.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/12 - Pandas Series English.vtt 11.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/13 - Pandas DataFrames Part One English.vtt 15.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/14 - Pandas DataFrames Part Two English.vtt 12.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/15 - Pandas Missing Data English.vtt 13.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/16 - GroupBy Operations English.vtt 12.9 KB
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  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/18 - Data Input and Output English.vtt 15.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/4 - Pandas Crash Course/20 - Pandas Exercises Solutions English.vtt 9.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/5 - Visualization Crash Course/21 - Introduction to Python Visualization English.vtt 1.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/5 - Visualization Crash Course/22 - Matplotlib Basics English.vtt 12.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/5 - Visualization Crash Course/23 - Seaborn Basics English.vtt 22.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/5 - Visualization Crash Course/25 - Data Visualization Exercises Solutions English.vtt 9.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/6 - Machine Learning Concepts Overview/27 - Supervised Learning Overview English.vtt 11.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/6 - Machine Learning Concepts Overview/28 - Overfitting English.vtt 10.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/6 - Machine Learning Concepts Overview/29 - Evaluating Performance Classification Error Metrics English.vtt 23.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/33 - Perceptron Model English.vtt 16.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/34 - Neural Networks English.vtt 10.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/35 - Activation Functions English.vtt 15.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/36 - MultiClass Classification Considerations English.vtt 14.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/37 - Cost Functions and Gradient Descent English.vtt 25.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/38 - Backpropagation English.vtt 19.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/38 - Great walkthrough for BackPropagation.txt 51 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/39 - TensorFlow vs Keras Explained English.vtt 2.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/40 - Keras Syntax Basics Part One Preparing the Data English.vtt 14 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/41 - Keras Syntax Basics Part Two Creating and Training the Model English.vtt 18.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/42 - Keras Syntax Basics Part Three Model Evaluation English.vtt 16.1 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/43 - Keras Regression Code Along Exploratory Data Analysis English.vtt 24.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/44 - Keras Regression Code Along Exploratory Data Analysis Continued English.vtt 17.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/45 - Keras Regression Code Along Data Preprocessing and Creating a Model English.vtt 11.1 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/46 - Keras Regression Code Along Model Evaluation and Predictions English.vtt 14.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/47 - Keras Classification Code Along EDA and Preprocessing English.vtt 10.6 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/48 - Keras Classification Dealing with Overfitting and Evaluation English.vtt 22 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/50 - TensorFlow 20 Keras Project Notebook Overview English.vtt 11.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/51 - Keras Project Solutions Exploratory Data Analysis English.vtt 26 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/52 - Keras Project Solutions Dealing with Missing Data English.vtt 18.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/53 - Keras Project Solutions Dealing with Missing Data Part Two English.vtt 16.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/54 - Keras Project Solutions Categorical Data English.vtt 23.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/57 - Keras Project Solutions Model Evaluation English.vtt 12.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/7 - Basic Artificial Neural Networks ANNs/58 - Tensorboard English.vtt 26.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/60 - Image Filters and Kernels English.vtt 16.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/61 - Convolutional Layers English.vtt 19.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/64 - CNN on MNIST Part One The Data English.vtt 16.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/65 - CNN on MNIST Part Two Creating and Training the Model English.vtt 22.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/67 - CNN on CIFAR10 Part One The Data English.vtt 15.6 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/68 - CNN on CIFAR10 Part Two Evaluating the Model English.vtt 9.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/69 - cellimageszip Click the blue download button or the download button on the top right you cant preview this zip.txt 70 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/70 - CNN on Real Image Files Part One Reading in the Data English.vtt 18.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/71 - CNN on Real Image Files Part Two Data Processing English.vtt 21 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/72 - CNN on Real Image Files Part Three Creating the Model English.vtt 18.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/73 - CNN on Real Image Files Part Four Evaluating the Model English.vtt 11.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/8 - Convolutional Neural Networks CNNs/75 - CNN Exercise Solutions English.vtt 11 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/77 - RNN Basic Theory English.vtt 10.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/78 - Vanishing Gradients English.vtt 10.1 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/79 - Famous Karpathy Blog Post.txt 55 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/79 - How to choose between LSTM vs GRU.txt 79 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/79 - LSTMS and GRU English.vtt 15.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/79 - Wikipedia Article Describing LSTM Variants.txt 52 B
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/80 - RNN Batches English.vtt 11.4 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/81 - RNN on a Sine Wave The Data English.vtt 11.2 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/82 - RNN on a Sine Wave Batch Generator English.vtt 10.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/83 - RNN on a Sine Wave Creating the Model English.vtt 19.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/84 - RNN on a Sine Wave LSTMs and Forecasting English.vtt 16.7 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/85 - RNN on a Time Series Part One English.vtt 12.8 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/86 - RNN on a Time Series Part Two English.vtt 29.3 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/88 - RNN Exercise Solutions English.vtt 29.5 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/88 - RNN Exercise Solutions.mp4 229.6 MB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/89 - Bonus Multivariate Time Series RNN and LSTMs English.vtt 23.9 KB
  • [TutsNode.net] - Complete Tensorflow 2 and Keras Deep Learning Bootcamp/9 - Recurrent Neural Networks RNNs/89 - Bonus Multivariate Time Series RNN and LSTMs.mp4 235.1 MB

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