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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:Sdv dev SDV Multi table synthesis
- Workflow:Ray project Ray Serve Deployment
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Apache Spark Application Submission
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:CARLA simulator Carla Building from Source
- Workflow:SeldonIO Seldon core Inference Pipeline
Principles
- Principle:Lm sys FastChat Remote Event Logging
- Principle:Togethercomputer Together python Chat Completion Response
- Principle:OpenGVLab InternVL Segmentation Decode Head
- Principle:Ray project Ray Multi Language Cluster Initialization
- Principle:Huggingface Datasets Column Name Inspection
- Principle:Apache Airflow Provider Package Scaffolding
- Principle:Microsoft Semantic kernel Execution Settings Configuration
- Principle:Guardrails ai Guardrails Validator Logic Implementation
- Principle:Predibase Lorax Production Observability
- Principle:Openai Whisper Median Filtering
Implementations
- Implementation:Sgl project Sglang Expert Specialization
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:Google deepmind Mujoco mjx put model
- Implementation:DevExpress Testcafe Docker Xvfb Entry
- Implementation:OWASP Www project top 10 for large language model applications EnvironmentSetup Install Tools
- Implementation:FlagOpen FlagEmbedding MLVU Topic Reasoning Data
- Implementation:LLMBook zh LLMBook zh github io LlamaRMSNorm
- Implementation:Openai Openai python Response Image Gen Call Completed
- Implementation:Scikit learn Scikit learn FetchOpenml
- Implementation:NVIDIA NeMo Curator RayClient
Heuristics
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
Environments
- Environment:Sgl project Sglang Kubernetes
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Trailofbits Fickling PyTorch
- Environment:Ucbepic Docetl Python Runtime
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Duckdb Duckdb Release Publishing Env