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Deep Learning courses

Learn Deep Learning online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.

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Harvard University

Neural Networks - Lecture 5 - CS50's Introduction to Artificial Intelligence with Python 2020

00:00:00 - Introduction 00:00:15 - Neural Networks 00:05:41 - Activation Functions 00:07:47 - Neural Network Structure 00:16:02 - Gradient Descent 00:30:00 - Multilayer Neural Networks 00:32:58 - Backpropagation 00:36:27 - Overfitting 00:38:52 - TensorFlow 00:53:01 - Computer Vision 00:58:09 - Imag…

Free video
  • YouTube
  • 1.5 hours
  • Self-paced
  • Free video

IBM

Linear Regression with PyTorch

Covers Artificial Intelligence, General Statistics, PyTorch.

  • Cognitive Class
  • 7 hours
  • Self-paced
  • Free course
  • Free badge
  • Beginner

Hugging Face

LLM Course

Large language models with the Transformers library, from using them to fine-tuning.

  • Hugging Face
  • Self-paced
  • Free course

Great Learning

Convolutional Neural Networks

4.6753 ratings

Machine learning and deep neural networks are of increasing interest to engineers. The current research trend is to use convolutional neural networks (CNNs) to produce state-of-the-art results in various application areas. CNN’s have been around for a while, but they’ve only recently become popular…

  • Great Learning Academy
  • 3 hours
  • Self-paced
  • Free course
  • Free certificate
  • Intermediate

Great Learning

Introduction to Tensorflow and Keras

4.5925 ratings

This Introduction to TensorFlow and Keras course will enrich your knowledge about all the essential Python libraries and guide you to install them step by step. It will start by explaining what TensorFlow is and its various functionalities. It will then take you to get a brief understanding of the…

  • Great Learning Academy
  • 3.5 hours
  • Self-paced
  • Free course
  • Free certificate
  • Beginner

University of Pennsylvania

Robotics: Vision Intelligence and Machine Learning

Learn how to design robot vision systems that avoid collisions, safely work with humans and understand their environment.

  • edX
  • Self-paced
  • Free to audit
  • Paid certificate
  • Advanced

Google

Google AI for JavaScript developers with TensorFlow.js

4.731 ratings

Get productive with TensorFlow.js - Google's Machine Learning library for JavaScript. From pre-made off the shelf models to writing or training your own, learn how to create next gen web apps.

  • edX
  • 7 weeks, 3 - 4 hours per week
  • Self-paced
  • Free to audit
  • Paid certificate
  • Beginner

Stanford University

Stanford CS330: Deep Multi-Task & Meta Learning I Autumn 2021I Professor Chelsea Finn

While deep learning has achieved remarkable success in supervised and reinforcement learning problems, such as image classification, speech recognition, and game playing, these models are, to a large degree, specialized for the single task they are trained for. This course will cover the setting wh…

Video playlist
  • YouTube
  • 18 videos, 23 hours
  • Self-paced
  • Free video

IBM

Deep Learning Fundamentals with Keras

4.433 ratings

New to deep learning? Start with this course, that will not only introduce you to the field of deep learning but give you the opportunity to build your first deep learning model using thepopular Keras library.

  • edX
  • 5 weeks, 2 - 4 hours per week
  • Self-paced
  • Free to audit
  • Paid certificate
  • Intermediate

Great Learning

Deep Learning with Python

4.6717 ratings

Deep Learning is an essential and influential part of Machine Learning. Its ability to process a large number of features when encountered with unstructured data makes it a powerful concept that one must be aware of. Deep Learning focuses on neural networks and is advantageous in many ways. Check o…

  • Great Learning Academy
  • 8 hours
  • Self-paced
  • Free course
  • Free certificate
  • Intermediate

DeepLearning.AI

AI and Climate Change

4.8149 ratings

In this course, you’ll start with a review of the mechanisms behind anthropogenic climate change and its impact on global temperatures and weather patterns. You will work through two case studies, one using time series analysis for wind power forecasting and another using computer vision for biodiv…

  • Coursera
  • 15 hours
  • Self-paced
  • Paid certificate

StatQuest

Neural Networks / Deep Learning

This playlist has everything you need to know about Neural Networks, from the basics to the state of the art with Transformers, the foundation of ChatGPT.

Video playlist
  • YouTube
  • 33 videos, 11 hours
  • Self-paced
  • Free video

Imperial College London

Probabilistic Deep Learning with TensorFlow 2

4.7109 ratings

Welcome to this course on Probabilistic Deep Learning with TensorFlow! This course builds on the foundational concepts and skills for TensorFlow taught in the first two courses in this specialisation, and focuses on the probabilistic approach to deep learning. This is an increasingly important area…

  • Coursera
  • 53 hours
  • Self-paced
  • Paid certificate

DeepLearning.AI

Convolutional Neural Networks in TensorFlow

4.78,225 ratings

If you are a software developer who wants to build scalable AI-powered algorithms, you need to understand how to use the tools to build them. This course is part of the DeepLearning.AI TensorFlow Developer Specialization and will teach you best practices for using TensorFlow, a popular open-source…

  • Coursera
  • 4 weeks of study, 4-5 hours/week
  • Self-paced
  • Paid certificate