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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:
Code:
https://www.ml.school/Start building systems that actually work - and don't suck.
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