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Master ML System Design with Adaptive AI.
Master ML System Design across 35 patterns - ML System Design - guided by Leyaa's adaptive intelligence.
7Topics
35Patterns
10hEst. duration
ML System Design Course
7 topics
ML Platforms
4 patterns
Trust & Safety
5 patterns
Ads & Monetization
2 patterns
GenAI Systems
8 patterns
Recommendations
8 patterns
Prediction Systems
2 patterns
Ranking & Retrieval
6 patterns
Curriculum
Everything You'll Learn
Explore every pattern in the course.
ML System Design
7 topics · 35 patterns01
ML Platforms
4 patterns
02
Trust & Safety
5 patterns
03
Ads & Monetization
2 patterns
04
GenAI Systems
8 patterns
Agent System Design - Tool Use, Planning, Memory ArchitectureEmbedding Pipeline - Text, Image, Multimodal at Production ScaleFine-Tuning Pipeline - SFT, RLHF, DPO Infrastructure at ScaleGuardrails System - Safety Filtering, Content Moderation for LLMsLLM Evaluation System - Benchmarks, Human Eval, LLM-as-JudgeLLM Serving Infrastructure - Batching, KV Cache, Speculative DecodingMultimodal System Design - Vision-Language Models at ScaleRAG - Retrieval-Augmented Generation System Design
05
Recommendations
8 patterns
Content-Based Filtering - Item Embeddings, Cold Start SolutionsDiversity and Freshness in Feed - Avoiding Filter BubblesFeed Ranking System - Twitter, Instagram, Facebook at ScaleNews Feed System - Personalization at ScalePeople You May Know - Graph-Based Link PredictionRecommendation System - Collaborative Filtering to Neural CFSession-Based Recommendation - Sequential ModelingTwo-Tower Model for Retrieval - User and Item Towers
06
Prediction Systems
2 patterns
07
Ranking & Retrieval
6 patterns
Learning to Rank - Pointwise, Pairwise, Listwise ApproachesQuery Understanding - Intent Classification, Entity ExtractionSearch Ranking System - Query-Document Relevance at ScaleSemantic Search - Dense Retrieval, Bi-Encoder, Cross-EncoderTwo-Stage Retrieval - Candidate Generation Then RankingVector Search and Approximate Nearest Neighbor - FAISS, HNSW
Why LeyaaNot just a course. A learning intelligence.
Leyaa doesn't just deliver content - it understands where you are, what you need, and how to get you there fastest.
Adaptive Diagnostics
Leyaa identifies which of the 35 patterns you've mastered and which need work - before you waste time on what you already know.
Pattern-Level Precision
Every pattern gets a verdict - Learn, Practice, or Skip - so your study time goes exactly where it counts.
Intelligent Pacing
Leyaa reads your velocity across the whole course and adapts your focus list dynamically, keeping you in the optimal learning zone.
Before & After Visibility
Every assessment creates a snapshot. Retake anytime to see exactly how much you've grown - pattern by pattern.
Learner Autonomy
Leyaa recommends, never restricts. Override any suggestion and explore at your own pace - the system tracks everything regardless.
Clear Learning Path
A structured journey through 7 topics, where each one sets you up perfectly for the next.
ML System Design
Ready to master ML System Design?
Start your journey today
Start your diagnostic now. Build mastery across all 35 patterns in under 15 minutes.
35 Patterns
Personalized roadmap
