Machine Learning Engineering
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SJSU Summer 2024
Silicon Valley Software Innovation & Technology Program
Session 1
- Monday, 2024-07-29 1:30-3:30 PM - Big Data & Generative AI I
Session 2
- Tuesday, 2024-07-30 9:30-11:30 AM - Big Data & Generative AI II (Lab 1)
Session 3
- Tuesday, 2024-07-30 1:30-3:30 PM - Big Data & Generative AI III (Lab 2)
SDSU Spring 2023
Spring 2023 -
BDA-602 - Machine Learning Engineering
Week 1
-
🖨️
- 2023-01-24 - Introductions, Software Install,
git
, Unit Tests, Linters, Pre-commit
Week 2
-
🖨️
- 2023-01-31 - Python Libraries
Week 3
-
🖨️
- 2023-02-07 - Review Python, IDE, classes, etc...
Week 4
-
🖨️
- 2023-02-14 - Data and SQL Queries
Week 5
-
🖨️
- 2023-02-21 - SQL in depth
Week 6
-
🖨️
- 2023-02-28 - Hadoop, Spark
Week 7
-
🖨️
- 2023-03-07 - Feature Engineering
Week 8
-
🖨️
- 2023-03-14 - Feature Engineering (cont.)
Week 9
-
🖨️
- 2023-03-21 - Building Models
Week 10 - 2023-03-28 - No Class - 🏖️
Week 11
-
🖨️
- 2023-04-04 - Evaluating Models -
Week 12
-
🖨️
- 2023-04-11 - Regularization, Unexplainable Models -
Week 13
-
🖨️
- 2023-04-18 -
Flask
FastAPI
Week 14
-
🖨️
- 2023-04-25 - Docker
Week 15
-
🖨️
- 2023-05-02 - More Final Review (Large Q&A)
Week 16 - 2023-05-09 - Final presentations
SDSU Big Data Hackathon 2022
October 8th -
Big Data Hackathon
SJSU - Summer 2022
Silicon Valley Software Innovation & Technology Program
Big Data Analytics -
Session 1
-
🖨️
Big Data Analytics -
Session 2
-
🖨️
Recommended Books
The Unicorn Project
- Software Development
Superforecasting
- How to approach predictions
Recommended Articles
Google's
Rules of Machine Learning
How to Understand Things
The Empty Promise of Data Moats
About
Julien Pierret