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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:Onnx Onnx External Data Handling
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Lance format Lance Version Management
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Huggingface Peft Prompt Tuning Classification
Principles
- Principle:Ollama Ollama LLM Memory Architecture
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Online ml River DataFrame Stream Ingestion
- Principle:Mage ai Mage ai Incremental Sync State
- Principle:InternLM Lmdeploy Pipeline Initialization
- Principle:Allenai Open instruct DPO Loss
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:Infiniflow Ragflow Conversation Management
- Principle:Openai Evals Model Graded Spec Design
- Principle:LLMBook zh LLMBook zh github io Checkpoint Saving
Implementations
- Implementation:Huggingface Datatrove HttpMediaFetcher
- Implementation:Facebookresearch Habitat lab Hitl main
- Implementation:Datajuicer Data juicer VideoSplitByKeyFrameMapper
- Implementation:Huggingface Datasets TenBin
- Implementation:Spcl Graph of thoughts DocMergePrompter
- Implementation:Tensorflow Tfjs Topology Test
- Implementation:Tencent Ncnn SqueezeNetSSD Example
- Implementation:Microsoft Semantic kernel Google Embeddings TestData
- Implementation:SeleniumHQ Selenium Closure String Internal
- Implementation:Ucbepic Docetl Directive TakeHeadTail
Heuristics
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
Environments
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Deepseek ai Janus CUDA GPU Environment