Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

freeCodeCamp

Deep Learning Crash Course for Beginners

via freeCodeCamp

Start learning Write review
Udacity Ad

Master AI & Data—50% Off Udacity (Code CC50)

Learn More → GetSmarter Ad

AI Adoption - Drive Business Value and Organizational Impact

Learn More →

Overview

Coursera Flash Sale
40% Off Coursera Plus for 3 Months!
Grab it
Dive into the world of Deep Learning with this comprehensive crash course designed for absolute beginners. Explore fundamental concepts and terminology without any prior programming experience required. Gain a solid understanding of Neural Networks, Machine Learning constructs like Supervised, Unsupervised, and Reinforcement Learning, and various Neural Network architectures. Learn key ideas behind deep learning, including activation functions, loss functions, optimizers, and hyperparameters. Discover the five essential steps in every Deep Learning model, from data gathering to model optimization. By the end of this 1-2 hour course, developed by Jason Dsouza, acquire a strong foundation in Deep Learning concepts, preparing you for further exploration in this exciting field of Artificial Intelligence.

Syllabus

) Introduction.
) What is Deep Learning.
) Introduction to Neural Networks.
) How do Neural Networks LEARN?.
) Core terminologies used in Deep Learning.
) Activation Functions.
) Loss Functions.
) Optimizers.
) Parameters vs Hyperparameters.
) Epochs, Batches & Iterations.
) Conclusion to Terminologies.
) Introduction to Learning.
) Supervised Learning.
) Unsupervised Learning.
) Reinforcement Learning.
) Regularization.
) Introduction to Neural Network Architectures.
) Fully-Connected Feedforward Neural Nets.
) Recurrent Neural Nets.
) Convolutional Neural Nets.
) Introduction to the 5 Steps to EVERY Deep Learning Model.
) 1. Gathering Data.
) 2. Preprocessing the Data.
) 3. Training your Model.
) 4. Evaluating your Model.
) 5. Optimizing your Model's Accuracy.
) Conclusion to the Course.

Taught by

freeCodeCamp.org

Reviews

4.0 rating, based on 2 Class Central reviews

Start your review of Deep Learning Crash Course for Beginners

  • Profile image for Midhat
    Midhat @midhat
    6
    Amazing course! I learned so much from this course, the foundations of AI to optimizers and steps to train a machine learning model.
  • Profile image for Mehedi Hasan Shojib
    Mehedi Hasan Shojib
    The course is good. I have learned about deep learning in a short time. The basics are well taught. Recommended for crash course enjoyer
Start learning

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.