Hi guys, Welcome to the Advanced Video Search Engine, and you are watching AI Basics: Accuracy, Epochs, Learning Rate, Batch Size and Loss. That video is uploaded by Prof. Ryan Ahmed at 2022-01-29T08:45:03-08:00. We are promoting this video only for entertainment and educational purpose only. So, I hope you like & enjoy it. [vGYcWvYnXiI]
| Name | AI Basics: Accuracy, Epochs, Learning Rate, Batch Size and Loss |
| Video Uploader | Video From Prof. Ryan Ahmed |
| Upload Date | This Video Uploaded At 29-01-2022 16:45:03 |
| Video Discription | In this video, we will cover AI training fundamentals such as learning rate, epochs, and batch size. Check out top-rated Udemy courses here: 10 days of No Code AI Bootcamp https://www.udemy.com/course/10-code-less-days-of-artificial-intelligence/?referralCode=91537BF0BEE11D8CAD80 Modern Artificial Intelligence with Zero Coding https://www.udemy.com/course/modern-artificial-intelligence-with-zero-coding/?referralCode=62EE759C06EF0BAF699A Python & Machine Learning for Financial Analysis https://www.udemy.com/course/ml-and-python-in-finance-real-cases-and-practical-solutions/?referralCode=4B6502E065821E886C6E Modern Artificial Intelligence Masterclass: Build 6 Projects https://www.udemy.com/course/modern-artificial-intelligence-applications/?referralCode=3A1C79099D9CCB1D482B AWS SageMaker Practical for Beginners | Build 6 Projects https://www.udemy.com/course/practical-aws-sagemaker-6-real-world-case-studies/?referralCode=36D5AA54496B682D0D65 Data Science for Business | 6 Real-world Case Studies https://www.udemy.com/course/data-science-for-business-6-real-world-case-studies/?referralCode=028F68A46A519870807B AWS Machine Learning Certification Exam | Complete Guide https://www.udemy.com/course/amazon-web-services-machine-learning/?referralCode=07A0615400D9D1766930 TensorFlow 2.0 Practical https://www.udemy.com/course/tensorflow-2-practical/?referralCode=2009364111D673CAB7D6 TensorFlow 2.0 Practical Advanced https://www.udemy.com/course/tensorflow-2-practical-advanced/?referralCode=57D1520CB407568F7E81 Machine Learning Regression Masterclass in Python https://www.udemy.com/course/machine-learning-regression-masterclass-in-python/?referralCode=C473449E55009C3C19AD Machine Learning Practical Workout | 8 Real-World Projects https://www.udemy.com/course/deep-learning-machine-learning-practical/?referralCode=E4F2FD5068F398EE7CC9 Machine Learning Classification Bootcamp in Python https://www.udemy.com/course/machine-learning-classification/?referralCode=492B6665E11EFD36F87D MATLAB/SIMULINK Bible|Go From Zero to Hero! https://www.udemy.com/course/matlabsimulink-biblego-from-zero-to-hero/?referralCode=14304D32D81878AD4F8E Python 3 Programming: Beginner to Pro Masterclass https://www.udemy.com/course/python-3-beginner-to-pro/?referralCode=D3E22C545F5EF7052629 Autonomous Cars: Deep Learning and Computer Vision in Python https://www.udemy.com/course/autonomous-cars-deep-learning-and-computer-vision-in-python/?referralCode=ABD5D1368BBD00D65226 Control Systems Made Simple | Beginner's Guide https://www.udemy.com/course/control-systems-made-simple-modeling-simulation-control/?referralCode=A5F01F4E703DEC03B3A1 Artificial Intelligence in Arabicالذكاء الصناعي مبتدئ لمحترف https://www.udemy.com/course/artificial-intelligence-in-arabic/?referralCode=72FD85D08ADCBA46E903 The Complete MATLAB Computer Programming Bootcamp https://www.udemy.com/course/the-complete-computer-programming-boot-camp/?referralCode=4B2A7BFAF95EFC4ABD32 Epochs: Similar to humans, AI learns overtime and its intelligence amplifies as we continually feed the training data to it. An Epoch means that AI has been fed with the entire dataset once. Batch Size: when AI is trained, we generally don’t feed the entire dataset to the AI model due to computation and memory limitations. Therefore, we generally breakdown the training data into smaller batches which are fed to the model individually. An epoch contains one or more batches. Learning Rate: Learning rate represents the size of the steps taken which indicates how aggressive you’d like to train the AI. If learning rate increases, the area covered in the search space will increase so we might reach goal (global minimum) faster. However, we can overshoot the target. For small learning rates, training will take much longer to reach optimized weight values. I hope you'll enjoy this video Thanks and happy learning! #BatchSize #LearningRate #Epochs vGYcWvYnXiI |
| Category | Science & Technology |
| Tags | AI training | Artificial Neural Networks | Artificial Neural Networks training | Artificial Neural Networks Testing | Deep Learning | epochs | learning rate | batch size |
