Language: English | Size: 2.58 GB | Duration: 13h 5m
Build Amazing Applications of Deep Learning and Artificial Intelligence in TensorFlow 2.0
What you'll learn
How to use Tensorflow 2.0 in Data Science
Important differences between Tensorflow 1.x and Tensorflow 2.0
How to implement Artificial Neural Networks in Tensorflow 2.0
How to implement Convolutional Neural Networks in Tensorflow 2.0
How to implement Recurrent Neural Networks in Tensorflow 2.0
How to build your own Transfer Learning application in Tensorflow 2.0
How to build a stock market trading bot using Reinforcement Learning (Deep-Q Network)
How to build Machine Learning Pipeline in Tensorflow 2.0
How to conduct Data Validation and Dataset Preprocessing using TensorFlow Data Validation and TensorFlow Transform.
Putting a TensorFlow 2.0 model into production
How to create a Fashion API with Flask and TensorFlow 2.0
How to serve a TensorFlow model with RESTful API
Requirements
Some maths basics like knowing what is a differentiation or a gradient
Python basics
Description
Welcome to Tensorflow 2.0!
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/001 Welcome to the TensorFlow 2.0 course! Discover its structure and the TF toolkit.mp4
146.3 MB
~Get Your Files Here !/01 - Introduction/001 Welcome to the TensorFlow 2.0 course! Discover its structure and the TF toolkit_en.vtt
24.2 KB
~Get Your Files Here !/01 - Introduction/002 Course Curriculum & Colab Toolkit.html
464 B
~Get Your Files Here !/01 - Introduction/003 BONUS 10 advantages of TensorFlow.html
613 B
~Get Your Files Here !/01 - Introduction/004 BONUS Learning Path.html
1.4 KB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/001 From TensorFlow 1.x to TensorFlow 2.0.mp4
114.8 MB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/001 From TensorFlow 1.x to TensorFlow 2.0_en.vtt
15.5 KB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/002 Constants, Variables, Tensors.mp4
23.1 MB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/002 Constants, Variables, Tensors_en.vtt
12 KB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/003 Operations with Tensors.mp4
19.5 MB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/003 Operations with Tensors_en.vtt
8.3 KB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/004 Strings.mp4
14.8 MB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/004 Strings_en.vtt
8.1 KB
~Get Your Files Here !/02 - TensorFlow 2.0 Basics/external-assets-links.txt
124 B
~Get Your Files Here !/03 - Artificial Neural Networks/001 Project Setup.mp4
22.3 MB
~Get Your Files Here !/03 - Artificial Neural Networks/001 Project Setup_en.vtt
8 KB
~Get Your Files Here !/03 - Artificial Neural Networks/002 Data Preprocessing.mp4
21.1 MB
~Get Your Files Here !/03 - Artificial Neural Networks/002 Data Preprocessing_en.vtt
9.3 KB
~Get Your Files Here !/03 - Artificial Neural Networks/003 Building the Artificial Neural Network.mp4
22.9 MB
~Get Your Files Here !/03 - Artificial Neural Networks/003 Building the Artificial Neural Network_en.vtt
13.5 KB
~Get Your Files Here !/03 - Artificial Neural Networks/004 Training the Artificial Neural Network.mp4
17.3 MB
~Get Your Files Here !/03 - Artificial Neural Networks/004 Training the Artificial Neural Network_en.vtt
9.6 KB
~Get Your Files Here !/03 - Artificial Neural Networks/005 Evaluating the Artificial Neural Network.mp4
11.2 MB
~Get Your Files Here !/03 - Artificial Neural Networks/005 Evaluating the Artificial Neural Network_en.vtt
6.1 KB
~Get Your Files Here !/03 - Artificial Neural Networks/006 HOMEWORK Artificial Neural Networks.html
493 B
~Get Your Files Here !/03 - Artificial Neural Networks/007 HOMEWORK SOLUTION Artificial Neural Networks.html
421 B
~Get Your Files Here !/03 - Artificial Neural Networks/external-assets-links.txt
95 B
~Get Your Files Here !/04 - Convolutional Neural Networks/001 Project Setup & Data Preprocessing.mp4
17.2 MB
~Get Your Files Here !/04 - Convolutional Neural Networks/001 Project Setup & Data Preprocessing_en.vtt
10 KB
~Get Your Files Here !/04 - Convolutional Neural Networks/002 Building the Convolutional Neural Network.mp4
56.6 MB
~Get Your Files Here !/04 - Convolutional Neural Networks/002 Building the Convolutional Neural Network_en.vtt
18.3 KB
~Get Your Files Here !/04 - Convolutional Neural Networks/003 Training and Evaluating the Convolutional Neural Network.mp4
19.8 MB
~Get Your Files Here !/04 - Convolutional Neural Networks/003 Training and Evaluating the Convolutional Neural Network_en.vtt
10 KB
~Get Your Files Here !/04 - Convolutional Neural Networks/004 HOMEWORK Convolutional Neural Networks.html
500 B
~Get Your Files Here !/04 - Convolutional Neural Networks/005 HOMEWORK SOLUTION Convolutional Neural Networks.html
573 B
~Get Your Files Here !/04 - Convolutional Neural Networks/external-assets-links.txt
95 B
~Get Your Files Here !/05 - Recurrent Neural Networks/001 Project Setup & Data Preprocessing.mp4
28.9 MB
~Get Your Files Here !/05 - Recurrent Neural Networks/001 Project Setup & Data Preprocessing_en.vtt
9.3 KB
~Get Your Files Here !/05 - Recurrent Neural Networks/002 Building the Recurrent Neural Network.mp4
15 MB
~Get Your Files Here !/05 - Recurrent Neural Networks/002 Building the Recurrent Neural Network_en.vtt
8.4 KB
~Get Your Files Here !/05 - Recurrent Neural Networks/003 Training and Evaluating the Recurrent Neural Network.mp4
17.3 MB
~Get Your Files Here !/05 - Recurrent Neural Networks/003 Training and Evaluating the Recurrent Neural Network_en.vtt
9.6 KB
~Get Your Files Here !/05 - Recurrent Neural Networks/external-assets-links.txt
95 B
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/001 What is Transfer Learning.mp4
46.5 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/001 What is Transfer Learning_en.vtt
5.5 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/002 Project Setup.mp4
44.5 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/002 Project Setup_en.vtt
3.9 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/003 Dataset preprocessing.mp4
14.8 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/003 Dataset preprocessing_en.vtt
5.7 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/004 Loading the MobileNet V2 model.mp4
14.8 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/004 Loading the MobileNet V2 model_en.vtt
3.3 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/005 Freezing the pre-trained model.mp4
2.6 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/005 Freezing the pre-trained model_en.vtt
1.6 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/006 Adding a custom head to the pre-trained model.mp4
8.9 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/006 Adding a custom head to the pre-trained model_en.vtt
3.7 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/007 Defining the transfer learning model.mp4
10 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/007 Defining the transfer learning model_en.vtt
2.1 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/008 Compiling the Transfer Learning model.mp4
4.9 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/008 Compiling the Transfer Learning model_en.vtt
3.1 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/009 Image Data Generators.mp4
15.4 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/009 Image Data Generators_en.vtt
5.6 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/010 Transfer Learning.mp4
7.6 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/010 Transfer Learning_en.vtt
2.8 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/011 Evaluating Transfer Learning results.mp4
3.6 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/011 Evaluating Transfer Learning results_en.vtt
1.6 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/012 Fine Tuning model definition.mp4
9.4 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/012 Fine Tuning model definition_en.vtt
4.1 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/013 Compiling the Fine Tuning model.mp4
2.5 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/013 Compiling the Fine Tuning model_en.vtt
1.3 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/014 Fine Tuning.mp4
4.3 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/014 Fine Tuning_en.vtt
2.3 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/015 Evaluating Fine Tuning results.mp4
3.6 MB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/015 Evaluating Fine Tuning results_en.vtt
1.8 KB
~Get Your Files Here !/06 - Transfer Learning and Fine Tuning/external-assets-links.txt
125 B
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/001 What is Reinforcement Learning.mp4
24.9 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/001 What is Reinforcement Learning_en.vtt
16.9 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/002 The Bellman Equation.mp4
48.2 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/002 The Bellman Equation_en.vtt
28.2 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/003 Markov Decision Process (MDP).mp4
42.4 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/003 Markov Decision Process (MDP)_en.vtt
24.5 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/004 Q-Learning Intuition.mp4
29.3 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/004 Q-Learning Intuition_en.vtt
20.3 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/005 Temporal Difference.mp4
36.6 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/005 Temporal Difference_en.vtt
26.1 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/006 Deep Q-Learning Intuition - Step 1.mp4
34.5 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/006 Deep Q-Learning Intuition - Step 1_en.vtt
20.5 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/007 Deep Q-Learning Intuition - Step 2.mp4
14.6 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/007 Deep Q-Learning Intuition - Step 2_en.vtt
9 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/008 Experience Replay.mp4
38.2 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/008 Experience Replay_en.vtt
21.9 KB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/009 Action Selection Policies.mp4
54.4 MB
~Get Your Files Here !/07 - Deep Reinforcement Learning Theory/009 Action Selection Policies_en.vtt
22.8 KB
~Get Your Files Here !/08 - Deep Reinforcement Learning for Stock Market trading/001 Project Setup.mp4
9 MB
~Get Your Files Here !/08 - Deep Reinforcement Learning for Stock Market trading/001 Project Setup_en.vtt
2.6 KB
~Get Your Files Here !/08 - Deep Reinforcement Learning for Stock Market trading/002 AI Trader - Step 1.mp4
11.5 MB
~Get Your Files Here !/08 - Deep Reinforcement Learning for Stock Market trading/002 AI Trader - Step 1_en.vtt
6.9 KB
~Get Your Files Here !/08 - Deep Reinforcement Learning for Stock Market trading/003 AI Trader - Step 2.mp4
5 MB
~Get Your Files Here !/08 - Deep Reinforcement Learning for Stock Market trading/003 AI Trader - Step 2_en.vtt