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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:Sail sg LongSpec Speculative Decoding Inference
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
Principles
- Principle:Vibrantlabsai Ragas Evaluation Dataset Preparation
- Principle:Ollama Ollama Compute Graph System
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Lookup Tables
- Principle:OpenRLHF OpenRLHF vLLM Inference Engine
- Principle:Nightwatchjs Nightwatch Element Interaction And Assertion
- Principle:Huggingface Open r1 Chat Template Formatting
- Principle:Triton inference server Server Container Compose Build
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:Online ml River Estimator Base Architecture
Implementations
- Implementation:Gretelai Gretel synthetics Statistical Quality Evaluation
- Implementation:Haosulab ManiSkill GroundBuilder
- Implementation:Langchain ai Langgraph SyncAsyncFuture Result
- Implementation:Ollama Ollama Convert Gemma3n
- Implementation:Facebookresearch Audiocraft SEANet and RVQ
- Implementation:OpenHands OpenHands Config Template
- Implementation:Facebookresearch Habitat lab ArticulatedAgentInterface
- Implementation:Cohere ai Cohere python Type Aliases
- Implementation:Deepspeedai DeepSpeed Setup
- Implementation:Testtimescaling Testtimescaling github io GitHub Actions Cron Schedule
Heuristics
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
Environments
- Environment:Apache Hudi Docker Demo Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Alibaba MNN Python Export Environment