# Machine Learning and Deep Learning Optimizers Implementation

Machine Learning and Deep Learning Optimizers Implementation Course includes 7 hrs video content and enrolled by 1K+ students and received a 5 average review out of 5. Now, Course instructor offering 100%OFF on the original price of the course and its limited time offer. Enroll the course before the coupon expired Once you’re enrolled for the course, you can start it whenever and complete it at your own pace. it will never expire on your account.

## What you’ll learn

• Python Implementation of Gradient Descent Optimizer to Train Single Variable Linear Regression Model.
• Python Implementation of Gradient Descent Optimizer to Train Multi Variable Linear Regression Model.
• Python Implementation of Stochastic Gradient Descent (SGD) for Single Variable LR.
• Python Implementation of SGD for Multi-Variable LR.
• Python Implementation of Mini-Batch GD for Single and Multi-Variable LR.
• Generalization of Mini-Batch to Work as SGD and Batch GD.
• Generalization of Multi-Variable LR to Work for Single Variable LR.
• Numerical Optimization Problem Definition.
• Model Parameters Initialization.
• Calculating MSE Cost Function as Vector Norm.
• How to Calculate the Gradient?
• Model Parameters Update.
• Iterate Till Achieving the Optimum Parameter Values.
• Model Performance Evaluation.
• How to Obtain Better Model Performance?
• Plotting of Learning Curves.
• Cost Convergence Check.
• Make Your Implementation as a Function.
• Multivariable Linear Regression Problem Definition.
• Going from Single Variable to Multivariable Linear Regression.
• Gradient Descent Optimizer Vectorize Implementation.
• Why We Use Vectorize Implementation.
• Generalization of the Implementation to Work for Single and Multivariable Linear Regression.
• Data Preparation for Vectorize Implementation.
• Dimensions Problem and How to Deal With it.
• Make Your Implementation of Vectorize Implementation as a Function.
• Try Different Combinations of Hyperparameters.

#### Can I download Machine Learning and Deep Learning Optimizers Implementation course?

##### 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.
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