Deep Learning

Yann LeCun Deep Learning Free Online Course

This post is about listing down free online course materials for deep learning (PyTorch) by none other than Yann LeCun.  Here are some useful links to the deep learning course:

Lectures slides, notebooks and related YouTube videos can be found on the deep learning (DL) course home page. It is a 14 week course and covers different topics such as following:

  • Introduction to deep learning (What DL can do, what are good features / representations)
  • Gradient descent and back propagation algorithm
  • Artificial neural networks
  • Convolution neural networks (Convnets) and related applications
  • Regularization / Optimization techniques and how DL works
  • Deep learning architectures
  • Energy based models
  • Autoencoders
  • Generative adversarial networks (GAN)
  • Self-supervised learning
  • Deep learning for NLP
  • Graph convolution networks

Here is the introductory video on Deep Learning by Yann LeCun.

Yann LeCun is currently Silver Professor of Data Science at New York University (NYU). Find some other interesting machine learning projects on this page – Center of Data Science at NYU. You could find everything about Yann LeCun on his page – http://yann.lecun.com/

Ajitesh Kumar

I have been recently working in the area of Data analytics including Data Science and Machine Learning / Deep Learning. I am also passionate about different technologies including programming languages such as Java/JEE, Javascript, Python, R, Julia, etc, and technologies such as Blockchain, mobile computing, cloud-native technologies, application security, cloud computing platforms, big data, etc. I would love to connect with you on Linkedin. Check out my latest book titled as First Principles Thinking: Building winning products using first principles thinking.

Recent Posts

Large Language Models (LLMs): Four Critical Modeling Stages

Large language models (LLMs) have fundamentally transformed our digital landscape, powering everything from chatbots and…

3 days ago

Agentic Workflow Design Patterns Explained with Examples

As Large Language Models (LLMs) evolve into autonomous agents, understanding agentic workflow design patterns has…

4 days ago

What is Data Strategy?

In today's data-driven business landscape, organizations are constantly seeking ways to harness the power of…

5 days ago

Mathematics Topics for Machine Learning Beginners

In this blog, you would get to know the essential mathematical topics you need to…

1 month ago

Questions to Ask When Thinking Like a Product Leader

This blog represents a list of questions you can ask when thinking like a product…

1 month ago

Three Approaches to Creating AI Agents: Code Examples

AI agents are autonomous systems combining three core components: a reasoning engine (powered by LLM),…

1 month ago