What you’ll learn
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Python Implementation of Gradient Descent Optimizer to Train Single Variable Linear Regression Model.
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Python Implementation of Gradient Descent Optimizer to Train Multi Variable Linear Regression Model.
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Python Implementation of Stochastic Gradient Descent (SGD) for Single Variable LR.
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Python Implementation of SGD for Multi-Variable LR.
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Python Implementation of Mini-Batch GD for Single and Multi-Variable LR.
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Generalization of Mini-Batch to Work as SGD and Batch GD.
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Generalization of Multi-Variable LR to Work for Single Variable LR.
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Numerical Optimization Problem Definition.
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Model Parameters Initialization.
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Calculating MSE Cost Function as Vector Norm.
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How to Calculate the Gradient?
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Model Parameters Update.
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Iterate Till Achieving the Optimum Parameter Values.
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Gradient Stop Condition.
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Model Performance Evaluation.
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How to Obtain Better Model Performance?
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Plotting of Learning Curves.
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Cost Convergence Check.
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Make Your Implementation as a Function.
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Multivariable Linear Regression Problem Definition.
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Going from Single Variable to Multivariable Linear Regression.
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Gradient Descent Optimizer Vectorize Implementation.
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Why We Use Vectorize Implementation.
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Generalization of the Implementation to Work for Single and Multivariable Linear Regression.
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Data Preparation for Vectorize Implementation.
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Dimensions Problem and How to Deal With it.
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Make Your Implementation of Vectorize Implementation as a Function.
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Try Different Combinations of Hyperparameters.
Can I download Machine Learning and Deep Learning Optimizers Implementation course?
You can download videos for offline viewing in the Android/iOS app. When course instructors enable the downloading feature for lectures of the course, then it can be downloaded for offline viewing on a desktop.Can I get a certificate after completing the course?
Yes, upon successful completion of the course, learners will get the course e-Certification from the course provider. The Machine Learning and Deep Learning Optimizers Implementation course certification is a proof that you completed and passed the course. You can download it, attach it to your resume, share it through social media.Are there any other coupons available for this course?
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