AI Basics: Accuracy, Epochs, Learning Rate, Batch Size and Loss
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-... Modern Artificial Intelligence with Zero Coding https://www.udemy.com/course/modern-a... Python & Machine Learning for Financial Analysis https://www.udemy.com/course/ml-and-p... Modern Artificial Intelligence Masterclass: Build 6 Projects https://www.udemy.com/course/modern-a... AWS SageMaker Practical for Beginners | Build 6 Projects https://www.udemy.com/course/practica... Data Science for Business | 6 Real-world Case Studies https://www.udemy.com/course/data-sci... AWS Machine Learning Certification Exam | Complete Guide https://www.udemy.com/course/amazon-w... TensorFlow 2.0 Practical https://www.udemy.com/course/tensorfl... TensorFlow 2.0 Practical Advanced https://www.udemy.com/course/tensorfl... Machine Learning Regression Masterclass in Python https://www.udemy.com/course/machine-... Machine Learning Practical Workout | 8 Real-World Projects https://www.udemy.com/course/deep-lea... Machine Learning Classification Bootcamp in Python https://www.udemy.com/course/machine-... MATLAB/SIMULINK Bible|Go From Zero to Hero! https://www.udemy.com/course/matlabsi... Python 3 Programming: Beginner to Pro Masterclass https://www.udemy.com/course/python-3... Autonomous Cars: Deep Learning and Computer Vision in Python https://www.udemy.com/course/autonomo... Control Systems Made Simple | Beginner's Guide https://www.udemy.com/course/control-... Artificial Intelligence in Arabicالذكاء الصناعي مبتدئ لمحترف https://www.udemy.com/course/artifici... The Complete MATLAB Computer Programming Bootcamp https://www.udemy.com/course/the-comp... 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
Introduction to Feature Engineering in Machine Learning
Normalization Vs. Standardization (Feature Scaling in Machine Learning)
154 - Understanding the training and validation loss curves
Types of Artificial Neural Networks & Deep Learning History
AlphaFold - The Most Useful Thing AI Has Ever Done
Time Series Analysis Crash Course: Predict the Future with Python
How to learn Machine Learning like a GENIUS and not waste time
All Machine Learning algorithms explained in 17 min
Machine Learning Explained: A Guide to ML, AI, & Deep Learning
Every Machine Learning Model Explained in 15 minutes
What is a Loss Function? Understanding How AI Models Learn
Artificial Neural Networks Training and Testing Process
Root Mean Square Error (RMSE) Tutorial + MAE + MSE + MAPE+ MPE | By Dr. Ry @Stemplicity
What Is an AI Stack? LLMs, RAG, & AI Hardware
Trump Gets Booed & Falls Asleep During NBA Finals, Claims War is Almost Over & Goodbye Spencer Pratt
Epochs, Iterations and Batch Size | Deep Learning Basics
All Machine Learning Beginner Mistakes explained in 17 Min
The AI Take Over Has Completely Backfired and I Can't Be Happier
Who's Adam and What's He Optimizing? | Deep Dive into Optimizers for Machine Learning!
