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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:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Trailofbits Fickling Pickle Safety Analysis
Principles
- Principle:SeldonIO Seldon core Model Readiness Verification
- Principle:BerriAI Litellm Monitoring Operations
- Principle:Google deepmind Dm control Multi Agent Episode Loop
- Principle:Farama Foundation Gymnasium Array Backend Conversion
- Principle:TobikoData Sqlmesh Ongoing Interval Processing
- Principle:Cypress io Cypress Test Result Reporting
- Principle:Allenai Open instruct Project Dependency Management
- Principle:LLMBook zh LLMBook zh github io Pretraining Dataset Preparation
- Principle:Apache Dolphinscheduler RPC Server Handler
- Principle:FMInference FlexLLMGen Distributed Pipeline Parallel Inference
Implementations
- Implementation:ARISE Initiative Robomimic TrainUtils load data for training
- Implementation:Zai org CogVideo RIFE Refinement
- Implementation:Triton inference server Server Perf Analyzer Verification
- Implementation:Apache Airflow Metrics Template
- Implementation:CARLA simulator Carla CppClient Example
- Implementation:LaurentMazare Tch rs FFI Traits
- Implementation:Avhz RustQuant Curve get rate
- Implementation:Helicone Helicone UseFeatureTrial
- Implementation:Microsoft DeepSpeedExamples Pipeline Parallelism Training
- Implementation:TobikoData Sqlmesh NotificationCenter
Heuristics
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Princeton nlp SimPO Dropout Disabling
Environments
- Environment:Kserve Kserve VLLM Runtime
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Datahub project Datahub Docker Runtime
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Haosulab ManiSkill Motion Planning Deps