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Tutorial Dec 12, 2024

Complete Guide to Feature Engineering for Beginners

Learn the fundamental techniques that can improve your model performance by 20-30%. Step-by-step examples with real datasets.

8 min read
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Industry Dec 10, 2024

Why 90% of ML Projects Fail (And How to Fix It)

Hard truths about ML project failures from analyzing 100+ failed implementations. What separates successful projects from disasters.

12 min read
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Career Dec 8, 2024

ML Engineer Salary Guide 2025: What to Expect

Comprehensive breakdown of ML engineer salaries by level, location, and specialization. Plus negotiation strategies that work.

15 min read
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Project Dec 5, 2024

Building a Real-time Recommendation Engine

Complete walkthrough of building Netflix-style recommendations that serve 1M+ users. Architecture, code, and lessons learned.

20 min read
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MLOps Dec 3, 2024

Docker for ML: Beyond the Basics

Advanced Docker patterns for ML workloads. Multi-stage builds, GPU support, and optimization techniques for production.

10 min read
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Tutorial Nov 30, 2024

Transformers from Scratch: Mathematical Intuition

Build transformers from first principles. Understand attention, positional encoding, and multi-head mechanisms with visual examples.

25 min read

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