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Build, Train, and Deploy Your First Neural Network with TensorFlow (Jerry Kurata, 2020)
- Date: 2024-01-23
- Size: 346 MB
- Files: 125
File Name
Size
exercise.7z
7.0 MB
playlist.m3u
4.4 kB
~i.txt
1.6 kB
01. Course Overview/1. Course Overview.mp4
3.4 MB
01. Course Overview/1. Course Overview.vtt
2.5 kB
02. Why Learn TensorFlow/1. What Is TensorFlow.mp4
4.5 MB
02. Why Learn TensorFlow/1. What Is TensorFlow.vtt
4.2 kB
02. Why Learn TensorFlow/2. Why TensorFlow.mp4
4.0 MB
02. Why Learn TensorFlow/2. Why TensorFlow.vtt
3.6 kB
02. Why Learn TensorFlow/3. TensorFlow Tools and Languages.mp4
2.8 MB
02. Why Learn TensorFlow/3. TensorFlow Tools and Languages.vtt
3.6 kB
02. Why Learn TensorFlow/4. Required Skills.mp4
3.2 MB
02. Why Learn TensorFlow/4. Required Skills.vtt
3.7 kB
02. Why Learn TensorFlow/5. Course Structure.mp4
3.0 MB
02. Why Learn TensorFlow/5. Course Structure.vtt
2.9 kB
03. Setting up the TensorFlow Environment/1. TensorFlow Development Environment.mp4
2.2 MB
03. Setting up the TensorFlow Environment/1. TensorFlow Development Environment.vtt
2.2 kB
03. Setting up the TensorFlow Environment/2. What Is Google Colaboratory (aka Colab).mp4
2.5 MB
03. Setting up the TensorFlow Environment/2. What Is Google Colaboratory (aka Colab).vtt
2.7 kB
03. Setting up the TensorFlow Environment/3. Getting Started with Colab.mp4
7.3 MB
03. Setting up the TensorFlow Environment/3. Getting Started with Colab.vtt
6.2 kB
03. Setting up the TensorFlow Environment/4. Importing TensorFlow.mp4
4.4 MB
03. Setting up the TensorFlow Environment/4. Importing TensorFlow.vtt
3.6 kB
03. Setting up the TensorFlow Environment/5. Sequencing Code Execution.mp4
8.8 MB
03. Setting up the TensorFlow Environment/5. Sequencing Code Execution.vtt
7.2 kB
03. Setting up the TensorFlow Environment/6. Checklist and Summary.mp4
2.8 MB
03. Setting up the TensorFlow Environment/6. Checklist and Summary.vtt
2.9 kB
04. AI and Machine Learning Concepts/1. The Relationship of AI to ML.mp4
3.7 MB
04. AI and Machine Learning Concepts/1. The Relationship of AI to ML.vtt
3.7 kB
04. AI and Machine Learning Concepts/2. Implementing Machine Learning.mp4
3.1 MB
04. AI and Machine Learning Concepts/2. Implementing Machine Learning.vtt
3.3 kB
04. AI and Machine Learning Concepts/3. Creating the Model.mp4
4.5 MB
04. AI and Machine Learning Concepts/3. Creating the Model.vtt
4.7 kB
04. AI and Machine Learning Concepts/4. Training the Model.mp4
3.1 MB
04. AI and Machine Learning Concepts/4. Training the Model.vtt
3.5 kB
04. AI and Machine Learning Concepts/5. Reducing Loss.mp4
6.0 MB
04. AI and Machine Learning Concepts/5. Reducing Loss.vtt
5.5 kB
04. AI and Machine Learning Concepts/6. Evaluating the Trained Model.mp4
1.7 MB
04. AI and Machine Learning Concepts/6. Evaluating the Trained Model.vtt
1.6 kB
04. AI and Machine Learning Concepts/7. What Is a Tensor.mp4
5.1 MB
04. AI and Machine Learning Concepts/7. What Is a Tensor.vtt
5.5 kB
04. AI and Machine Learning Concepts/8. Checklist and Summary.mp4
1.5 MB
04. AI and Machine Learning Concepts/8. Checklist and Summary.vtt
1.5 kB
05. Applying the Machine Learning Workflow with TensorFlow/1. Setting up the Example.mp4
10 MB
05. Applying the Machine Learning Workflow with TensorFlow/1. Setting up the Example.vtt
6.7 kB
05. Applying the Machine Learning Workflow with TensorFlow/2. Defining the Problem and Getting Data.mp4
8.2 MB
05. Applying the Machine Learning Workflow with TensorFlow/2. Defining the Problem and Getting Data.vtt
3.9 kB
05. Applying the Machine Learning Workflow with TensorFlow/3. Exploring the Data.mp4
7.5 MB
05. Applying the Machine Learning Workflow with TensorFlow/3. Exploring the Data.vtt
3.5 kB
05. Applying the Machine Learning Workflow with TensorFlow/4. Preparing the Data.mp4
13 MB
05. Applying the Machine Learning Workflow with TensorFlow/4. Preparing the Data.vtt
6.9 kB
05. Applying the Machine Learning Workflow with TensorFlow/5. Creating the Model.mp4
8.3 MB
05. Applying the Machine Learning Workflow with TensorFlow/5. Creating the Model.vtt
4.5 kB
05. Applying the Machine Learning Workflow with TensorFlow/6. Training the Model.mp4
16 MB
05. Applying the Machine Learning Workflow with TensorFlow/6. Training the Model.vtt
8.0 kB
05. Applying the Machine Learning Workflow with TensorFlow/7. Improving Performance.mp4
7.7 MB
05. Applying the Machine Learning Workflow with TensorFlow/7. Improving Performance.vtt
4.3 kB
05. Applying the Machine Learning Workflow with TensorFlow/8. Evaluating Model Performance.mp4
5.2 MB
05. Applying the Machine Learning Workflow with TensorFlow/8. Evaluating Model Performance.vtt
3.0 kB
05. Applying the Machine Learning Workflow with TensorFlow/9. Summary.mp4
1.4 MB
05. Applying the Machine Learning Workflow with TensorFlow/9. Summary.vtt
1.3 kB
06. Understanding Neural Networks/1. Machine Learning with Neural Networks.mp4
3.2 MB
06. Understanding Neural Networks/1. Machine Learning with Neural Networks.vtt
3.2 kB
06. Understanding Neural Networks/2. How Neurons Work.mp4
4.8 MB
06. Understanding Neural Networks/2. How Neurons Work.vtt
3.3 kB
06. Understanding Neural Networks/3. Neuron Architecture.mp4
3.5 MB
06. Understanding Neural Networks/3. Neuron Architecture.vtt
3.5 kB
06. Understanding Neural Networks/4. Activation Functions.mp4
9.0 MB
06. Understanding Neural Networks/4. Activation Functions.vtt
8.0 kB
06. Understanding Neural Networks/5. From Neurons to Neural Networks.mp4
6.5 MB
06. Understanding Neural Networks/5. From Neurons to Neural Networks.vtt
4.6 kB
06. Understanding Neural Networks/6. Predicting with an Untrained Neural Network.mp4
7.9 MB
06. Understanding Neural Networks/6. Predicting with an Untrained Neural Network.vtt
4.9 kB
06. Understanding Neural Networks/7. Training a Neural Network.mp4
7.9 MB
06. Understanding Neural Networks/7. Training a Neural Network.vtt
6.1 kB
06. Understanding Neural Networks/8. Summary.mp4
2.2 MB
06. Understanding Neural Networks/8. Summary.vtt
1.8 kB
07. Building and Training Your First Neural Network/1. Building a Neural Network in TensorFlow.mp4
7.5 MB
07. Building and Training Your First Neural Network/1. Building a Neural Network in TensorFlow.vtt
5.2 kB
07. Building and Training Your First Neural Network/2. Getting and Preparing the Data.mp4
11 MB
07. Building and Training Your First Neural Network/2. Getting and Preparing the Data.vtt
6.4 kB
07. Building and Training Your First Neural Network/3. Creating the Model.mp4
7.4 MB
07. Building and Training Your First Neural Network/3. Creating the Model.vtt
5.4 kB
07. Building and Training Your First Neural Network/4. Demo - Creating the Model.mp4
8.8 MB
07. Building and Training Your First Neural Network/4. Demo - Creating the Model.vtt
4.5 kB
07. Building and Training Your First Neural Network/5. Compiling the Model.mp4
5.8 MB
07. Building and Training Your First Neural Network/5. Compiling the Model.vtt
3.2 kB
07. Building and Training Your First Neural Network/6. Training and Evaluating the Model.mp4
5.7 MB
07. Building and Training Your First Neural Network/6. Training and Evaluating the Model.vtt
3.9 kB
07. Building and Training Your First Neural Network/7. Summary.mp4
3.3 MB
07. Building and Training Your First Neural Network/7. Summary.vtt
2.8 kB
08. Monitoring and Improving Neural Network Performance/1. Understanding the Problem with Your Model.mp4
3.9 MB
08. Monitoring and Improving Neural Network Performance/1. Understanding the Problem with Your Model.vtt
3.7 kB
08. Monitoring and Improving Neural Network Performance/2. TensorBoard Setup.mp4
10 MB
08. Monitoring and Improving Neural Network Performance/2. TensorBoard Setup.vtt
6.1 kB
08. Monitoring and Improving Neural Network Performance/3. Monitoring Your Trained Model’s Performance.mp4
8.9 MB
08. Monitoring and Improving Neural Network Performance/3. Monitoring Your Trained Model’s Performance.vtt
4.6 kB
08. Monitoring and Improving Neural Network Performance/4. Reducing Training Data Overfitting.mp4
10 MB
08. Monitoring and Improving Neural Network Performance/4. Reducing Training Data Overfitting.vtt
5.4 kB
08. Monitoring and Improving Neural Network Performance/5. Randomly Dropping out Neuron Output.mp4
6.5 MB
08. Monitoring and Improving Neural Network Performance/5. Randomly Dropping out Neuron Output.vtt
2.8 kB
08. Monitoring and Improving Neural Network Performance/6. Early Stopping.mp4
8.3 MB
08. Monitoring and Improving Neural Network Performance/6. Early Stopping.vtt
3.6 kB
08. Monitoring and Improving Neural Network Performance/7. Saving Your Trained Model.mp4
2.5 MB
08. Monitoring and Improving Neural Network Performance/7. Saving Your Trained Model.vtt
1.6 kB
08. Monitoring and Improving Neural Network Performance/8. Summary.mp4
1.7 MB
08. Monitoring and Improving Neural Network Performance/8. Summary.vtt
1.7 kB
09. Deploying Your Neural Network/1. What Is Deploying a Neural Network.mp4
3.3 MB
09. Deploying Your Neural Network/1. What Is Deploying a Neural Network.vtt
3.6 kB
09. Deploying Your Neural Network/2. Installing TensorFlow ModelServer.mp4
5.7 MB
09. Deploying Your Neural Network/2. Installing TensorFlow ModelServer.vtt
2.3 kB
09. Deploying Your Neural Network/3. Understanding TensorFlow Model Serving.mp4
1.9 MB
09. Deploying Your Neural Network/3. Understanding TensorFlow Model Serving.vtt
1.6 kB
09. Deploying Your Neural Network/4. Using TensorFlow Model Serving.mp4
13 MB
09. Deploying Your Neural Network/4. Using TensorFlow Model Serving.vtt
6.8 kB
09. Deploying Your Neural Network/5. Summary.mp4
1.1 MB
09. Deploying Your Neural Network/5. Summary.vtt
1.1 kB
10. Final Words/1. What Have You Seen.mp4
2.2 MB
10. Final Words/1. What Have You Seen.vtt
2.4 kB
10. Final Words/2. Training the Model.mp4
4.1 MB
10. Final Words/2. Training the Model.vtt
3.5 kB
10. Final Words/3. Monitoring, Improving, and Deploying the Model.mp4
4.0 MB
10. Final Words/3. Monitoring, Improving, and Deploying the Model.vtt
3.8 kB
10. Final Words/4. Tips for Your Machine Learning Journey.mp4
1.6 MB
10. Final Words/4. Tips for Your Machine Learning Journey.vtt
1.8 kB