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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:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
Principles
- Principle:Getgauge Taiko Intercept Management
- Principle:CrewAIInc CrewAI Knowledge Attachment
- Principle:Webdriverio Webdriverio Cucumber Configuration
- Principle:Openai Openai agents python Result Extraction
- Principle:Duckdb Duckdb TLS Cryptography
- Principle:ARISE Initiative Robosuite Gripper Control Abstraction
- Principle:Sdv dev SDV Sequential Data Sampling
- Principle:Openai Openai node Response Stream Processing
- Principle:Princeton nlp SimPO Model and Tokenizer Initialization
- Principle:Infiniflow Ragflow Agent Deployment
Implementations
- Implementation:Apache Druid SchemaStep
- Implementation:Onnx Onnx Compose IO Map
- Implementation:BerriAI Litellm Vector Store Endpoints
- Implementation:Evidentlyai Evidently Project Add And Configure
- Implementation:Diagram of thought Diagram of thought Problem Tag Node Record
- Implementation:Langgenius Dify Tailwind Common Config
- Implementation:Datahub project Datahub Datahub Ingest Dry Run
- Implementation:Huggingface Transformers Time Generate Measurement
- Implementation:Eventual Inc Daft DataFrame Groupby
- Implementation:Infiniflow Ragflow Http Client
Heuristics
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
Environments
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Sdv dev SDV Python Runtime
- Environment:Sgl project Sglang CPU Runtime
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Datahub project Datahub Java Build
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Sgl project Sglang GitHub Actions
- Environment:Cypress io Cypress Linux Display Server
- Environment:Huggingface Trl PEFT LoRA Environment