TensorFlow Tutorial For Beginners

TensorFlow Full Course video is a complete guide to Deep Learning using TensorFlow. It covers in-depth knowledge about Deep Leaning, Tensorflow & Neural Networks. Below are the topics covered in this TensorFlow tutorial: 

2:07 Artificial Intelligence 

2:21 Why Artificial Intelligence? 

5:27 What is Artificial Intelligence?

 5:55 Artificial Intelligence Domains 

6:14 Artificial Intelligence Subsets 

11:17 Machine Learning 

12:32 Types of Machine Learning 

12:39 Machine Learning Use Case 

15:55 Supervised Learning 

18:50 Types of Supervised Learning 

20:17 Use Case 2 

21:28 Linear Regression 

26:34 Linear Regression Demo 

38:39 Regression Application 

40:14 Building Logistic Regression Model 

40:24 Logistic Regression Use Case    

46:55 Analysing Performance Of The Model    

49:40 Calculating The Accuracy    

51:31 Logistic Regression Demo 

1:01:38 Clustering Use Case 

1:05:12 How Clustering works?    

1:05:12 Initialization    

1:06:07 Cluster Assignment    

1:07:37 Move Centroid    

1:08:27 Optimization    

1:08:32 Convergence    

1:09:22 How to find optimal solution?    

1:09:30 Choosing the number of cluster 

1:16:35 Reinforcement Learning 

1:17:35 Limitation of Machine Learning 

1:22:00 How Deep Learning Solves the Issue? 

1:25:05 What is Deep Learning? 

1:26:35 Applications of Deep Learning 

1:29:14 What is a Tensor? 

1:29:48 Rank of Tensors 

1:32:13 Shape of a Tensor 

1:33:58 What is TensorFlow? 

1:35:38 TensorFlow Code Basics 

1:36:09 TensorFlow Basic Demo 

2:00:33 Activation or Transformation Function    

2:01:28 Linear    

2:02:18 Unit Step   

 2:03:23 Sigmoid    

2:04:23 Tanh    

2:05:18 ReLU    

2:05:53 Softmax 

2:07:03 Activation Function Demo 

2:10:43 How Neuron Works? 

2:13:08 What is a Perceptron? 

2:15:53 Role of Weights & Bias 

2:16:18 Perceptron Example 

2:22:23 Training a Perceptron 

2:22:48 Perceptron Learning Algorithm 

2:26:08 Training Network Weights 

2:39:43 Reducing The Loss 

2:43:18 Perceptron Learning Algorithm Demo 




















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Post On 2020-10-20