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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Openai Openai node Streaming To Client
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
Principles
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Containerization
- Principle:Apache Hudi CI Parallel Test Orchestration
- Principle:DataExpert io Data engineer handbook Docker Environment Setup
- Principle:Mbzuai oryx Awesome LLM Post training Seed Paper Search
- Principle:CrewAIInc CrewAI Managed Execution
- Principle:FlowiseAI Flowise User Profile Management
- Principle:ClickHouse ClickHouse Binary Linking
- Principle:Mbzuai oryx Awesome LLM Post training Paper Categorization
- Principle:Princeton nlp Tree of thought llm Experiment Configuration
- Principle:Interpretml Interpret Classification Performance Curves
Implementations
- Implementation:Eventual Inc Daft DataFrame Write Parquet
- Implementation:Romsto Speculative Decoding Prune Cache
- Implementation:Recommenders team Recommenders Time Aware LSTM Cells
- Implementation:Apache Paimon Schema From Pyarrow
- Implementation:InternLM Lmdeploy Interval
- Implementation:Scikit learn Scikit learn Make Column Selector
- Implementation:FlagOpen FlagEmbedding Matryoshka Rank Model
- Implementation:Webdriverio Webdriverio StaticServerLauncher Class
- Implementation:ArroyoSystems Arroyo Rest Router
- Implementation:Elevenlabs Elevenlabs python Audio Source Pattern
Heuristics
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Apache Druid Sampler Limitations And Workarounds
Environments
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:ArroyoSystems Arroyo Object Storage