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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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|---|---|---|
| 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:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Onnx Onnx External Data Handling
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Neuml Txtai Workflow Orchestration
Principles
- Principle:Openai Whisper Full Transcription
- Principle:Dagster io Dagster External API Orchestration
- Principle:Rapidsai Cuml Data Preparation For Clustering
- Principle:Princeton nlp Tree of thought llm LLM API Wrapping
- Principle:Deepspeedai DeepSpeed Async IO Operations
- Principle:Huggingface Datasets Streaming Download Management
- Principle:Google deepmind Mujoco Energy Computation
- Principle:Haosulab ManiSkill Trajectory Merging
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Huggingface Datatrove MIME Type Filtering
Implementations
- Implementation:Astronomer Astronomer cosmos MySQLUserPasswordProfileMapping
- Implementation:CARLA simulator Carla TrafficManager Configuration
- Implementation:CrewAIInc CrewAI Task Constructor
- Implementation:CrewAIInc CrewAI BaseTool Schema
- Implementation:SqueezeAILab ETS Evaluate And Majority Vote
- Implementation:Bitsandbytes foundation Bitsandbytes Python Package CI Workflow
- Implementation:Openai Openai node Videos Resource
- Implementation:Explodinggradients Ragas FewShotPydanticPrompt Class
- Implementation:Microsoft BIPIA RougeRecall
- Implementation:Openai Openai python Tool Choice Allowed
Heuristics
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
Environments
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Vllm project Vllm GitHub
- Environment:Intel Ipex llm Build Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Vllm project Vllm ROCm
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Arize ai Phoenix LLM Provider SDKs