Machine Learning
1,608 learners
Gradient Descent: Building Optimization Algorithms from Scratch
Delve into the intricacies of optimization techniques with this immersive course that focuses on the implementation of various algorithms from scratch. Bypass high-level libraries to explore Stochastic Gradient Descent, Mini-Batch Gradient Descent, and advanced optimization methods such as Momentum, RMSProp, and Adam.
Python
5 lessons
21 practices
4 hours
Coding and Data Algorithms
Course details
Observing Stochastic Gradient Descent in Action
Tuning the Learning Rate in SGD
Stochastic Sidesteps: Updating Model Parameters
Updating the Linear Regression Model Params with SGD
Meet Cosmo:
The smartest AI guide in the universe
Our built-in AI guide and tutor, Cosmo, prompts you with challenges that are built just for you and unblocks you when you get stuck.
Join the 1M+ learners on CodeSignal
Be a part of our community of 1M+ users who develop and demonstrate their skills on CodeSignal
