Learn to Build Machine Learning Systems - That Don't Suck

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Free Download Learn to Build Machine Learning Systems - That Don't Suck
A live, interactive program that shows you how to design, build, and deploy production-ready ML systems - no fluff, just action.
Released: 04/2025
Format: MP4 | h264, 1920x1080
Audio: AAC, 44.1 KHz, 2 Ch
Language: English
Lessons: 35 (Total Duration: 16h 52m)
File Size: 3.9 GB


Why This Course Rocks:
Tired of boring and theoretical ML courses?
This is your no-BS, practical bootcamp that takes you from 0 → Production.

Build real-world ML systems
Learn practical, production-level strategies
Join live, interactive sessions
Get lifetime access + codebase walkthroughs
Become job-ready with proven techniques backed by 30+ years of experience


Course Breakdown:

Day 1 - How To Start (Almost) Any Project
Pitch, structure & launch real ML projects. Handle discovery phase, data bias, labeling, and quick prototyping.

Day 2 - How To Build A Model (That Works)
Hands-on with data cleaning, feature engineering, model selection, training pipelines, and distributed training.

Day 3 - How To Ensure Models Aren't Lying
Dive deep into real-world evaluation, business-aligned metrics, error analysis, and data leakage prevention.

Day 4 - How To Serve Predictions (Smartly)
Deploy with intelligence: human-in-the-loop, LoRA, pruning, knowledge distillation & real-world optimizations.

Day 5 - How To Monitor (Because Drift Sucks)
Detect covariate/label/concept drift, feedback loops, adversarial validation & robust monitoring strategies.

Day 6 - How To Build Continual Learning Systems
Automate everything. Incremental learning, A/B tests, shadow deploys, retraining, interleaving experiments.

Code Walkthroughs Included
Full template system for training, evaluating, deploying & monitoring ML models with rich documentation.

Office Hours
Join live office hours to ask questions, get unstuck, and collaborate with fellow learners. Build your network while building your skills!


Homepage / Source:

https://www.ml.school/

Take your ML skills from theory to production.
Start building systems that actually work - and don't suck.

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