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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:Apache Dolphinscheduler RPC Service Communication
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Apache Spark Application Submission
- Workflow:MaterializeInc Materialize CI Pipeline Generation
Principles
- Principle:Fastai Fastbook Tabular Data Loading
- Principle:LMCache LMCache Engine Lifecycle Management
- Principle:Triton inference server Server Command Line Parsing
- Principle:Google deepmind Mujoco Stack Memory
- Principle:Neuml Txtai Interactive Console
- Principle:Run llama Llama index Agent Configuration
- Principle:Googleapis Python genai Tool Definition
- Principle:Elevenlabs Elevenlabs python Client Tools Registration
- Principle:Ggml org Ggml Backend Initialization
- Principle:Lm sys FastChat Prompt Topic Clustering
Implementations
- Implementation:Huggingface Datatrove InspectData
- Implementation:Treeverse LakeFS MergeIntoBranch With Hooks
- Implementation:Lance format Lance LegacyBitpackEncoding
- Implementation:Open compass VLMEvalKit ScreenSpot Pro
- Implementation:Fastai Fastbook NN Sequential
- Implementation:Lance format Lance Java JniLoader
- Implementation:Elevenlabs Elevenlabs python ProjectExternalAudioResponseModel
- Implementation:Alibaba MNN Protobuf Duration PB CC
- Implementation:ARISE Initiative Robosuite TwoArmHandover Environment
- Implementation:Pyro ppl Pyro SoftLaplace
Heuristics
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
Environments
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Google deepmind Dm control OSMesa Software Rendering