The Evolution of Gradient Descent
Which optimizer should we use to train our neural network? Tensorflow gives us lots of options, and there are way too many acronyms. We'll go over how the most popular ones work and in the process see how gradient descent has evolved over the years.
Code from this video (with coding challenge):
https://github.com/llSourcell/The_evolution_of_gradient_descent/
Please subscribe! And like. And comment. Thats what keeps me going.
More learning resources:
http://sebastianruder.com/optimizing-gradient-descent/
https://www.tensorflow.org/api_docs/python/tf/train/GradientDescentOptimizer
http://machinelearningmastery.com/gradient-descent-for-machine-learning/
http://cs231n.github.io/optimization-1/
https://www.cs.toronto.edu/~hinton/csc2515/notes/lec6tutorial.pdf
https://www.youtube.com/watch?v=umAeJ7LMCfU
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
And please support me on Patreon: https://www.patreon.com/user?u=3191693
Follow me:
Twitter: https://twitter.com/sirajraval
Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Видео The Evolution of Gradient Descent канала Siraj Raval
Code from this video (with coding challenge):
https://github.com/llSourcell/The_evolution_of_gradient_descent/
Please subscribe! And like. And comment. Thats what keeps me going.
More learning resources:
http://sebastianruder.com/optimizing-gradient-descent/
https://www.tensorflow.org/api_docs/python/tf/train/GradientDescentOptimizer
http://machinelearningmastery.com/gradient-descent-for-machine-learning/
http://cs231n.github.io/optimization-1/
https://www.cs.toronto.edu/~hinton/csc2515/notes/lec6tutorial.pdf
https://www.youtube.com/watch?v=umAeJ7LMCfU
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
And please support me on Patreon: https://www.patreon.com/user?u=3191693
Follow me:
Twitter: https://twitter.com/sirajraval
Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/ Instagram: https://www.instagram.com/sirajraval/
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Видео The Evolution of Gradient Descent канала Siraj Raval
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Convolutional Neural Networks - The Math of Intelligence (Week 4)Loss Functions ExplainedEthereum ExplainedGradient Descent Part 1 ChiehSecond Order Optimization - The Math of Intelligence #2Learn Machine Learning in 3 Months (with curriculum)3.5: Mathematics of Gradient Descent - Intelligence and Learning134 - What are Optimizers in deep learning? (Keras & TensorFlow)DeepMind AlphaGo Zero ExplainedGradient Descent, Step-by-StepHIDDEN MATHEMATICS - Randall Carlson - Ancient Knowledge of Space, Time & Cosmic CyclesGradient descent, how neural networks learn | Chapter 2, Deep learningQ Learning for TradingGenerative Artificial Intelligence23. Accelerating Gradient Descent (Use Momentum)Nonlinear Regression and Gradient Descent155 - How many hidden layers and neurons do you need in your artificial neural network?Support Vector Machines - The Math of Intelligence (Week 1)Optimizers - EXPLAINED!