Machine Learning System Design
7 Weeks
·Cohort-based Course
Gain a thorough understanding of the world of Machine Learning Deployment with a special focus on SOTA Language Models
Hosted by
Hamza Farooq
A ML scientist and Adjunct Professor | 15+ years at Google, Walmart and startups
Course overview
Upon completing this course, students will undergo a transformation in their understanding of machine learning with a focus on production and LLMs. They will gain practical skills in building and deploying machine learning models in a production environment.
Additionally, students will gain a comprehensive understanding of the end-to-end machine learning pipeline, allowing them to construct and deploy robust and effective models in real-world settings using Large Language Models. Overall, students will emerge with greater confidence in their abilities to tackle practical machine learning problems and deliver results in production.
Class begins in the last week of April
This cohort will be capped at 20 students to ensure quality and personalized learning.
Each student will also get dedicated coaching through out the course.
01
You are intrigued about LLMs and would like to learn more!
02
You are ready to deploy your own SOTA AI Models and like to see how they work
03
You want to go beyond Jupyter Notebook and develop batch or real-time prediction
Senior Research Science Manager @ Google Adjunct Professor @U of Minnesota
I have over 15 years of experience of leading and building ML teams and have been teaching for the past three years.
Cohort 1
$600 USD
Dates
Apr 30 - June 16, 2023
Application Deadline
Apr 15, 2023
01
First Module
Introduction to Machine Learning and Natural Language Processing
02
Second Module
Data Collection and Preprocessing
03
Third Module
Large Language Models and Neural Networks
04
Fourth Module
Training Large Language Models
05
Fifth Module
Evaluating Large Language Models
06
Sixth Module
Deploying Large Language Models
11am - 1:00pm PST
We will go through each module during this class
9:00 - 10:00am PST
Office Hours: online
2-4 hours per week
Students will spend time building projects with their team members or individually
Active hands-on learning
This course builds on live workshops and hands-on projects
Interactive and project-based
You’ll be interacting with other learners through breakout rooms and project teams
Learn with a cohort of peers
Join a community of like-minded people who want to learn and grow alongside you
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Cohort 1
$600 USD
Dates
Apr 30 - June 16, 2023
Application Deadline
Apr 15, 2023