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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:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Openai Openai node Chat Completion
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
Principles
- Principle:Huggingface Transformers Pipeline Instantiation
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Mlc ai Web llm Engine Creation
- Principle:Microsoft Onnxruntime Training Artifact Generation
- Principle:Apache Hudi Split Enumeration And Assignment
- Principle:Microsoft Semantic kernel Prompt Invocation
- Principle:Haosulab ManiSkill Controller Architecture
- Principle:LaurentMazare Tch rs Stable Diffusion
- Principle:ARISE Initiative Robosuite Sensor Corruption Modeling
- Principle:AUTOMATIC1111 Stable diffusion webui Network loading
Implementations
- Implementation:Zai org CogVideo Load Lora Weights Fuse
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:OpenHands OpenHands GithubV1CallbackProcessor Call
- Implementation:Volcengine Verl Compute Policy Loss
- Implementation:CARLA simulator Carla Timestamp Class
- Implementation:Confident ai Deepeval Changelog Generator
- Implementation:Cohere ai Cohere python SSE EventSource
- Implementation:FlowiseAI Flowise Docker Compose Queue Prebuilt
- Implementation:Ollama Ollama Llama KV Cache
- Implementation:Online ml River Metrics SMAPE
Heuristics
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
Environments
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Apache Kafka Docker Build Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Allenai Open instruct Beaker Cluster
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:LMCache LMCache Python Runtime