Machine Learning Career Guide
0.1.0
Coding
Machine Learning Theory
Machine Learning Systems
Applied Machine Learning
Canonical Micro-problems
Practical ML
Machine Learning Methods
Search & Recommendation
Multimodal Product Understanding
Machine Learning Tech
Language Understanding and Language Models
Large Language Models
Natural Language Processing
Vision Models
Graph Networks
Multimodal
1. Supervised Learning
2. Self-supervised & Weak Supervision
3. Fine-tuning Strategies
4. Labeling Techniques
5. Training Tricks
6. Representation & Retrieval
7. Fusion Methods (for multimodal data)
8. Domain Trade-offs
Problem Understanding
Practice Problems
End-to-end Design
Product System Design
General Skills
Non-Research Topics
Machine Learning Career Guide
Docs
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Applied Machine Learning
»
Machine Learning Methods
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Machine Learning Tech
»
Graph Networks
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Graph Networks
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Resources
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[arxiv.org]
Graph Convolutional Neural Networks for Web-Scale Recommender Systems
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