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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:Pola rs Polars Data IO and Format Conversion
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
Principles
- Principle:OWASP Www project top 10 for large language model applications Supplemental Content Translation
- Principle:Sdv dev SDV Constraint Integration
- Principle:Roboflow Rf detr Training Configuration
- Principle:Spcl Graph of thoughts Thought Scoring
- Principle:Huggingface Transformers Benchmark Configuration
- Principle:Huggingface Datasets Streaming Skip
- Principle:Tensorflow Serving Serving Utilities
- Principle:Nautechsystems Nautilus trader Data Event Handling
- Principle:Datajuicer Data juicer Overall Statistical Analysis
- Principle:CARLA simulator Carla Unreal Engine Build
Implementations
- Implementation:Microsoft Playwright Debugger
- Implementation:Openai Openai node Vercel Edge Lockfile
- Implementation:Microsoft DeepSpeedExamples Create DSVL Model
- Implementation:MaterializeInc Materialize CLI Orchestratord
- Implementation:Getgauge Taiko Button
- Implementation:Turboderp org Exllamav2 ExLlamaV2Tokenizer
- Implementation:Apache Paimon GenericRow
- Implementation:Langfuse Langfuse CompileChatMessages
- Implementation:Hpcaitech ColossalAI GaoKaoBenchDataset
- Implementation:ARISE Initiative Robosuite HollowCylinder
Heuristics
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
Environments
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Sgl project Sglang Triton
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Apache Druid Integration Test Docker
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Mlc ai Web llm Chrome Extension Manifest V3