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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:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Pytorch Serve Model Deployment
- Workflow:Ollama Ollama Model Pull And Run
Principles
- Principle:Getgauge Taiko Page Screenshot
- Principle:Predibase Lorax Chat Template Rendering
- Principle:Nautechsystems Nautilus trader Hybrid Rust Cython Build
- Principle:Gretelai Gretel synthetics Synthetic Data Quality Evaluation
- Principle:Eventual Inc Daft Data Preprocessing Regex Extraction
- Principle:Obss Sahi Detectron2 Config Export
- Principle:Vespa engine Vespa CMake Configuration
- Principle:Langgenius Dify Backend CLI
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
- Principle:MarketSquare Robotframework browser Development Environment Setup
Implementations
- Implementation:CrewAIInc CrewAI MCP Server Adapter
- Implementation:ArroyoSystems Arroyo Recovering State
- Implementation:OpenGVLab InternVL InternVLConfig LLaVA
- Implementation:LaurentMazare Tch rs FFI Error Handling
- Implementation:Huggingface Datasets Load Dataset For Verification
- Implementation:Microsoft Playwright IPC Driver
- Implementation:Guardrails ai Guardrails RailTypes
- Implementation:Datajuicer Data juicer FlaggedWordFilter
- Implementation:OpenHands OpenHands GithubV1CallbackProcessor Call
- Implementation:Mage ai Mage ai Google Sheets Source
Heuristics
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
Environments
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Datahub project Datahub Java Build
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Kserve Kserve Knative Serving
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime