The Full Stack Courses

Andrej Karpathy on AI at Tesla - Full Stack Deep Learning - August 2018

Learn about AI at Tesla from Senior Director, Andrej Karpathy, in this less than 1-hour material from The Full Stack.

• YouTube
• 55 minutes
• On-Demand
• Free Online Course

Yangqing Jia on Deep Learning Frameworks - August 2018

Learn about Deep Learning Frameworks from Yangqing Jia, VP AI/Big Data at Alibaba and co-creator of Caffe2 and Caffe, in less than an hour with The Full Stack.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

Data Science at Uber - Full Stack Deep Learning - August 2018

Learn about the lifecycle of a deep learning model and data science strategies from Jai Ranganathan, SVP Product at KeepTruckin and former VP at Uber. Less than 1-hour workload.

• YouTube
• 44 minutes
• On-Demand
• Free Online Course

Orgs - ML Teams - Full Stack Deep Learning

Learn how to structure a Machine Learning team within an organization in less than an hour with The Full Stack. Understand different ML organizations and key design choices.

• YouTube
• 23 minutes
• On-Demand
• Free Online Course

Chip Huyen on Machine Learning Interviews - November 2019

Learn from Chip Huyen, creator of Stanford's TensorFlow for Deep Learning Research, as she shares insights on machine learning interviews. This less than 1-hour material from The Full Stack covers research roles, interview tips, and more.

• YouTube
• 44 minutes
• On-Demand
• Free Online Course

Pieter Abbeel on Research Directions - Full Stack Deep Learning - November 2019

Explore state-of-the-art deep learning methods with Professor Pieter Abbeel in this 1-2 hour material from The Full Stack. Dive into reinforcement learning, imitation learning, and more.

• YouTube
• 1 hour 43 minutes
• On-Demand
• Free Online Course

Computing and GPUs - Infrastructure & Tooling - Full Stack Deep Learning

Explore the nuances of choosing hardware for computing needs, comparing NVIDIA cards, cloud providers like AWS and Google Cloud, and strategies for different work environments. Offered by The Full Stack.

• YouTube
• 23 minutes
• On-Demand
• Free Online Course

Xavier Amatriain on Practical Deep Learning Systems - November 2019

Explore practical deep learning systems with Xavier Amatriain in this under 1-hour material from The Full Stack. Learn about data transfer, model architecture, and machine learning infrastructure.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course

Richard Socher on NLP at Salesforce - Full Stack Deep Learning - March 2019

Learn from Richard Socher, Chief Scientist at Salesforce, about using deep learning for NLP tasks in this less than 1-hour material from The Full Stack.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Jeremy Howard on Platform.ai and Fast.ai - Full Stack Deep Learning - March 2019

Learn from Jeremy Howard's expertise in machine learning, data labeling, and deep learning successes in less than an hour with The Full Stack.

• YouTube
• 45 minutes
• On-Demand
• Free Online Course

Research Directions - Full Stack Deep Learning - March 2019

Explore exciting research directions in deep learning with Professor Pieter Abbeel in a 1-2 hour lecture from The Full Stack.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Online Course

Testing and Deployment - Full Stack Deep Learning - March 2019

Learn to test and deploy machine learning projects with Sergey Karayev from The Full Stack. Topics include AB testing, software engineering, Docker, and serverless deployment.

• YouTube
• 2 hours 16 minutes
• On-Demand
• Free Online Course

Deployment - FSDL 2022

Learn to transform ML models into products with The Full Stack's short video. Covers prototype deployment, various architectures, optimization, and edge deployment.

• YouTube
• 57 minutes
• On-Demand
• Free Online Course

Data Management - FSDL 2022

Learn data management from The Full Stack in under an hour. Topics include data storage, processing, annotation, and versioning, with a focus on best practices.

• YouTube
• 35 minutes
• On-Demand
• Free Online Course

Troubleshooting & Testing - FSDL 2022

Learn to test ML codebases and troubleshoot deep neural networks in under an hour with The Full Stack. Gain knowledge on testing tools, clean code tools, and automation.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course