@MyLesson007

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PRACTICAL ASPECTS OF DEEP LEARNING
0:00:00 Train Dev Test Sets
0:12:04 Bias Variance 
0:20:50 Basic Recipe for Machine Learning
0:27:12 Regularization 
0:36:54 Why Regularization Reduces Overfitting
0:44:04 Dropout Regularization
0:53:29 Understanding Dropout
1:00:34 Other Regularization Methods
1:08:58 Normalizing Inputs
1:14:28 Vanishing Exploding Gradients
1:20:36 Weight Initialization for Deep Networks
1:26:48 Numerical Approximation of Gradients
1:33:23 Gradient Checking 
1:39:57 Gradient Checking Implementation Notes
1:45:16 Yoshua Bengio Interview

OPTIMAZATION ALGORITHMS
2:11:04 Mini-batch Gradient Descent 
2:22:33 Understanding Mini-batch Gradient Descent 
2:33:52 Exponentially Weighted Averages
2:39:50 Understanding Exponentially Weighted Averages
2:49:32 Bias Correction in Exponentially Weighted Avarages
2:53:44 Gradient Descent with Momentum
3:03:04 RMSprop
3:10:45 Adam Optimization Algorithm
3:17:53 Learning Rate Decay
3:24:38 The Problem of Local Optima
3:30:01 Yuanqing Lin Interview

HYPERPARAMETER TUNING,BATCH NORMALIZATION AND PROGRAMMING FRAMEWORKS
3:43:38 Tunning Process
3:50:49 Using an Appropriate Scale to pick Hyperparameters
3:59:39 Hyperparameters Tuning in Practice Pandas Vs. Caviar
4:06:31 Normalization Activations in a Network
4:15:26 Fitting Batch Norm into a Neural Network
4:28:21 why Does Batch NOrm Work
4:40:01 Batch Norm at Test Time
4:45:47 Softmax Regression 
4:57:34 Training a Softmax Classifier
5:07:42 Deep Learning Frameworks
5:11:58 TensorFlow

@MyLesson007

Deep Learning Specialization 
https://www.youtube.com/playlist?list=PLtS8Ubq2bIlUOQoopGBa_F2mQvdk6QeBw

@sida_g567

Net more from this guy btw thankx for ur upload

@MyLesson007

Mathematics for Machine Learning
https://youtu.be/0z6AhrOSrRs

@theshrubberer

Hmmm, first course was much clearer. I don’t feel that the actual difference between dev and train and test were well explained, nor the way in which bias and variance are to be determined in practice

@vsdsas

people doesnt know how it is important your video

@kunal8859

Sir its my humble request why you deleted that digital marketing video from your channel kindly upload it again its my humble request i am in the middle of that course and i don't have money to spend on digital marketing  course but you give me for free 🥺❤️please send me that video 🙏🏻🙏🏻🙏🏻🙏🏻🙏🏻🥺🥺🥺
I want to learn digital marketing please upload that video again mam/ sir 🙏🏻🙏🏻🙏🏻🙏🏻🙏🏻