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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:Shiyu coder Kronos CSV Finetuning
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Openai Whisper Audio Transcription
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
Principles
- Principle:Huggingface Datasets Feature Schema Inspection
- Principle:Isaac sim IsaacGymEnvs Task Configuration Files
- Principle:Ollama Ollama Structured Output
- Principle:Promptfoo Promptfoo Provider Resolution
- Principle:Sdv dev SDV Column Pair Visualization
- Principle:Bitsandbytes foundation Bitsandbytes XPU Backend Operations
- Principle:Scikit learn Scikit learn Online Learning
- Principle:Datahub project Datahub Java SDK Dependency Setup
- Principle:Mbzuai oryx Awesome LLM Post training Data Export Pipeline
- Principle:Truera Trulens Output Blocking Guardrail
Implementations
- Implementation:Risingwavelabs Risingwave DynFields
- Implementation:Teamcapybara Capybara RSpec Matchers Base
- Implementation:Microsoft Agent framework Edge Condition
- Implementation:Alibaba MNN FlatBuffers Monster Generated H
- Implementation:EvolvingLMMs Lab Lmms eval Accelerator Init
- Implementation:Hpcaitech ColossalAI Train Prompts On Ray
- Implementation:ArroyoSystems Arroyo Connections Page
- Implementation:Huggingface Trl RewardTrainer Evaluate Save
- Implementation:ARISE Initiative Robosuite HammerObject
- Implementation:Haosulab ManiSkill GeometryUtils
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
Environments
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:BerriAI Litellm Observability Stack
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment